Sales Prediction by Using Dataset 2¶

In [1]:
# Importing libraries
import pandas as pd
import plotly.express as px
import seaborn as sns
import matplotlib.pyplot as plt
import optuna
from sklearn.model_selection import train_test_split, GridSearchCV
from sklearn.linear_model import Lasso, Ridge
from sklearn.neural_network import MLPRegressor
from sklearn.metrics import mean_squared_error
import numpy as np
import warnings
warnings.filterwarnings('ignore')
In [2]:
df = pd.read_csv("Dataset_2.csv")
In [3]:
df.head()
Out[3]:
Invoice_ID Date Time Gender Location City Member Category Price Quantity Total Cogs Payment Rating
0 460489604 1/25/2018 16:46 Male Brookfield NewYork Yes Groceries 30 1 30 30 Cash 2
1 471006167 3/19/2018 16:48 Female 'Water tower' Chicago Yes Fashion 35 5 175 175 Card 3
2 411909258 2/25/2018 13:33 Male 'Water tower' Chicago No Clothing 57 2 114 114 Cash 5
3 487313402 1/22/2018 13:38 Female 'Park lane' Dallas Yes Sporting 89 4 356 356 Gpay 1
4 197763430 2/18/2018 15:31 Female 'Park lane' Dallas No Books 82 5 410 410 Cash 4
In [4]:
def categorize_review(Rating):
    if Rating >= 5.0:
        return 'Excellent'
    elif Rating >= 4.0:
        return 'Good'
    elif Rating >= 3.0:
        return 'Average'
    else:
        return 'Poor'

df['Review'] = df['Rating'].apply(categorize_review)
In [5]:
# Printing information about the dataset
print("Dataset Information:")

# Using df.info() to display basic information about the DataFrame
# This includes the data types, non-null counts, and memory usage
# It's useful for understanding the dataset's structure and identifying missing values

print(df.info())
Dataset Information:
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 1000 entries, 0 to 999
Data columns (total 15 columns):
 #   Column      Non-Null Count  Dtype 
---  ------      --------------  ----- 
 0   Invoice_ID  1000 non-null   int64 
 1   Date        1000 non-null   object
 2   Time        1000 non-null   object
 3   Gender      1000 non-null   object
 4   Location    1000 non-null   object
 5   City        1000 non-null   object
 6   Member      1000 non-null   object
 7   Category    1000 non-null   object
 8   Price       1000 non-null   int64 
 9   Quantity    1000 non-null   int64 
 10  Total       1000 non-null   int64 
 11  Cogs        1000 non-null   int64 
 12  Payment     1000 non-null   object
 13  Rating      1000 non-null   int64 
 14  Review      1000 non-null   object
dtypes: int64(6), object(9)
memory usage: 117.3+ KB
None

Converting Reviews to Sentimental Analysis¶

In [6]:
from textblob import TextBlob

# Assuming your DataFrame is named df, and the "Review" column contains the reviews
reviews = df['Review']

# Create a new column 'Sentiment' to store the sentiment polarity
df['Sentiment'] = reviews.apply(lambda x: TextBlob(str(x)).sentiment.polarity)

# Display the updated DataFrame with the sentiment column
print(df[['Review', 'Sentiment']])
        Review  Sentiment
0         Poor      -0.40
1      Average      -0.15
2    Excellent       1.00
3         Poor      -0.40
4         Good       0.70
..         ...        ...
995    Average      -0.15
996    Average      -0.15
997    Average      -0.15
998  Excellent       1.00
999    Average      -0.15

[1000 rows x 2 columns]
In [7]:
df
Out[7]:
Invoice_ID Date Time Gender Location City Member Category Price Quantity Total Cogs Payment Rating Review Sentiment
0 460489604 1/25/2018 16:46 Male Brookfield NewYork Yes Groceries 30 1 30 30 Cash 2 Poor -0.40
1 471006167 3/19/2018 16:48 Female 'Water tower' Chicago Yes Fashion 35 5 175 175 Card 3 Average -0.15
2 411909258 2/25/2018 13:33 Male 'Water tower' Chicago No Clothing 57 2 114 114 Cash 5 Excellent 1.00
3 487313402 1/22/2018 13:38 Female 'Park lane' Dallas Yes Sporting 89 4 356 356 Gpay 1 Poor -0.40
4 197763430 2/18/2018 15:31 Female 'Park lane' Dallas No Books 82 5 410 410 Cash 4 Good 0.70
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
995 818829599 3/26/2018 11:19 Male 'Park lane' Dallas No Groceries 31 4 124 124 Card 3 Average -0.15
996 556589713 2/20/2018 17:17 Male 'Water tower' Chicago Yes Groceries 3 5 15 15 Gpay 3 Average -0.15
997 82324424 2/6/2018 11:44 Male Brookfield NewYork No Clothing 71 5 355 355 Card 3 Average -0.15
998 783661702 1/29/2018 15:44 Female Brookfield NewYork No Clothing 89 7 623 623 Cash 5 Excellent 1.00
999 759171975 1/31/2018 10:13 Female 'Water tower' Chicago Yes Clothing 31 7 217 217 Gpay 3 Average -0.15

1000 rows × 16 columns

In [8]:
df.describe().columns
Out[8]:
Index(['Invoice_ID', 'Price', 'Quantity', 'Total', 'Cogs', 'Rating',
       'Sentiment'],
      dtype='object')
In [9]:
# Displaying missing values count for each column
print("\nMissing Values:")
print(df.isnull().sum())

# Creating a heatmap using Plotly
fig = px.imshow(df.isnull(), 
                labels=dict(color="Missing Values"),
                color_continuous_scale='viridis',
                title='Missing Values Heatmap')

# Updating layout for better display
fig.update_layout(width=800, height=500, coloraxis_showscale=False)

# Showing the interactive plot
fig.show()
Missing Values:
Invoice_ID    0
Date          0
Time          0
Gender        0
Location      0
City          0
Member        0
Category      0
Price         0
Quantity      0
Total         0
Cogs          0
Payment       0
Rating        0
Review        0
Sentiment     0
dtype: int64
In [10]:
# Displaying unique values count for each categorical column
print("\nUnique Values in Categorical Columns:")
for col in df.select_dtypes(include='object').columns:
    print(f"{col}: {df[col].nunique()} unique values")
Unique Values in Categorical Columns:
Date: 89 unique values
Time: 506 unique values
Gender: 2 unique values
Location: 3 unique values
City: 3 unique values
Member: 2 unique values
Category: 6 unique values
Payment: 3 unique values
Review: 4 unique values
In [11]:
city_counts = df['City'].value_counts()
In [12]:
# Visualizing City-wise Sales Distribution
city_counts = df['City'].value_counts()
fig_city = px.bar(x=city_counts.index, y=city_counts.values, text=city_counts.values,
                  labels={'x': 'City', 'y': 'Count'},
                  title='City-wise Sales Distribution')
fig_city.update_traces(texttemplate='%{text}', textposition='outside')
fig_city.show()
In [13]:
df['Member'].value_counts()
Out[13]:
Yes    501
No     499
Name: Member, dtype: int64
In [14]:
# Visualizing Member Type Distribution
member_counts = df['Member'].value_counts()
fig_member_counts = px.pie(member_counts, names=member_counts.index,
                           title='Member Type Distribution')
fig_member_counts.show()
In [15]:
df['Category'].value_counts()
Out[15]:
Sporting     178
Groceries    174
Clothing     170
Books        165
Furniture    160
Fashion      153
Name: Category, dtype: int64
In [16]:
# Visualizing Category wise Sales Distribution
category_counts = df['Category'].value_counts()
fig_category_counts = px.bar(x=category_counts.index, y=category_counts.values, text=category_counts.values,
                          labels={'x': 'Category', 'y': 'Count'},
                          title='Category-wise Sales Distribution')
fig_category_counts.update_traces(texttemplate='%{text}', textposition='outside')
fig_category_counts.show()
In [17]:
df['Gender'].value_counts()
Out[17]:
Female    501
Male      499
Name: Gender, dtype: int64
In [18]:
# Visualizing Gender Distribution
gender_counts = df['Gender'].value_counts()
fig_gender = px.pie(gender_counts, names=gender_counts.index, title='Gender Distribution')
fig_gender.show()
In [19]:
df['Location'].value_counts()
Out[19]:
Brookfield       340
'Park lane'      332
'Water tower'    328
Name: Location, dtype: int64
In [20]:
# Visualizing Location-wise Sales Distribution
location_counts = df['Location'].value_counts()
fig_location = px.bar(x=location_counts.index, y=location_counts.values, text=location_counts.values,
                    labels={'x': 'Location', 'y': 'Count'},
                    title='Location-wise Sales Distribution')
fig_location.update_traces(texttemplate='%{text}', textposition='outside')
fig_location.show()
In [21]:
print(df.columns)
Index(['Invoice_ID', 'Date', 'Time', 'Gender', 'Location', 'City', 'Member',
       'Category', 'Price', 'Quantity', 'Total', 'Cogs', 'Payment', 'Rating',
       'Review', 'Sentiment'],
      dtype='object')
In [22]:
# Drop irrelevant columns
df = df.drop(["Invoice_ID", "Date", "Time","Review"], axis=1)

# Handling missing values
# Impute numerical features with mean and categorical features with mode
df.fillna(df.mean(numeric_only=True), inplace=True)
df.fillna(df.mode().iloc[0], inplace=True)
In [23]:
# Convert categorical variables to numerical using label encoding
from sklearn.preprocessing import LabelEncoder

label_encoder = LabelEncoder()
df['City'] = label_encoder.fit_transform(df['City'])
df['Member'] = label_encoder.fit_transform(df['Member'])
df['Gender'] = label_encoder.fit_transform(df['Gender'])
df['Location'] = label_encoder.fit_transform(df['Location'])
df['Category'] = label_encoder.fit_transform(df['Category'])
df['Payment'] = label_encoder.fit_transform(df['Payment'])
In [24]:
# Display the preprocessed data
print("Preprocessed Data Preview:")
df.head()
Preprocessed Data Preview:
Out[24]:
Gender Location City Member Category Price Quantity Total Cogs Payment Rating Sentiment
0 1 2 2 1 4 30 1 30 30 1 2 -0.40
1 0 1 0 1 2 35 5 175 175 0 3 -0.15
2 1 1 0 0 1 57 2 114 114 1 5 1.00
3 0 0 1 1 5 89 4 356 356 2 1 -0.40
4 0 0 1 0 0 82 5 410 410 1 4 0.70
In [25]:
# Scatter plot between "price" and "Total" using Plotly
scatter_plot = px.scatter(df, x="Price", y="Total", title="Scatter Plot: Price vs. Total Sales",
                          labels={"Price": "Price", "Total": "Total Sales"})
scatter_plot.show()
In [26]:
# Scatter plot between "Quantity" and "Total" using Plotly
scatter_plot = px.scatter(df, x="Quantity", y="Total", title="Scatter Plot: Quantity vs. Total Sales",
                          labels={"Quantity": "Quantity", "Total": "Total Sales"})
scatter_plot.show()
In [27]:
# Specify the numerical columns for outlier detection
numerical_columns = df.select_dtypes(include=['float64']).columns

# Function to detect and handle outliers using IQR
def handle_outliers(dataframe, columns):
    for column in columns:
        # Calculate the IQR (Interquartile Range)
        Q1 = dataframe[column].quantile(0.25)
        Q3 = dataframe[column].quantile(0.75)
        IQR = Q3 - Q1

        # Define the upper and lower bounds
        lower_bound = Q1 - 1.5 * IQR
        upper_bound = Q3 + 1.5 * IQR

        # Identify and handle outliers by capping them at the bounds
        dataframe[column] = dataframe[column].apply(lambda x: lower_bound if x < lower_bound else (upper_bound if x > upper_bound else x))

# Apply outlier detection and handling
handle_outliers(df, numerical_columns)
In [28]:
# Visualizing the distribution of numerical variables using a pair plot
# The seaborn library's pairplot is used to create scatterplots for numerical variables
sns.pairplot(df[['Price', 'Quantity', 'Rating', 'Total']])
plt.show()
In [29]:
df.corr()
Out[29]:
Gender Location City Member Category Price Quantity Total Cogs Payment Rating Sentiment
Gender 1.000000 0.009779 -0.073390 0.012004 0.021431 0.009213 -0.034974 -0.028394 -0.028394 -0.019688 -0.039274 -0.048662
Location 0.009779 1.000000 0.507401 -0.004899 -0.002352 -0.001135 0.018978 0.000344 0.000344 0.026726 -0.069040 -0.068357
City -0.073390 0.507401 1.000000 -0.019608 -0.053393 0.038349 0.031572 0.032764 0.032764 0.020553 -0.096588 -0.101965
Member 0.012004 -0.004899 -0.019608 1.000000 0.006308 0.026015 0.012277 0.041575 0.041575 -0.069286 -0.029387 -0.023933
Category 0.021431 -0.002352 -0.053393 0.006308 1.000000 -0.020132 -0.036492 -0.039532 -0.039532 0.007550 -0.013695 -0.017755
Price 0.009213 -0.001135 0.038349 0.026015 -0.020132 1.000000 0.005539 0.696208 0.696208 -0.026975 0.032176 0.035298
Quantity -0.034974 0.018978 0.031572 0.012277 -0.036492 0.005539 1.000000 0.626451 0.626451 0.037800 0.058302 0.058613
Total -0.028394 0.000344 0.032764 0.041575 -0.039532 0.696208 0.626451 1.000000 1.000000 -0.003343 0.070696 0.067565
Cogs -0.028394 0.000344 0.032764 0.041575 -0.039532 0.696208 0.626451 1.000000 1.000000 -0.003343 0.070696 0.067565
Payment -0.019688 0.026726 0.020553 -0.069286 0.007550 -0.026975 0.037800 -0.003343 -0.003343 1.000000 -0.012163 -0.010426
Rating -0.039274 -0.069040 -0.096588 -0.029387 -0.013695 0.032176 0.058302 0.070696 0.070696 -0.012163 1.000000 0.940731
Sentiment -0.048662 -0.068357 -0.101965 -0.023933 -0.017755 0.035298 0.058613 0.067565 0.067565 -0.010426 0.940731 1.000000
In [30]:
# Visualizing the correlation matrix using a heatmap
# The seaborn library's heatmap is used with correlation values annotated
correlation_matrix = df.corr()

# Set the size of the plot
plt.figure(figsize=(15, 12))  # Adjust the values as needed

# Create the heatmap with annotated correlation values
sns.heatmap(correlation_matrix, annot=True, cmap="coolwarm")

# Display the plot
plt.show()
In [31]:
# Visualizing sales distribution by Category using a boxplot
plt.figure(figsize=(12, 6))
sns.boxplot(x="Category", y="Total", data=df)
plt.title("Sales Distribution by Category")
plt.show()
In [32]:
# Distribution of Numerical Features
fig_dist_numerical = px.histogram(df, x="Price", title="Distribution of Price")
fig_dist_numerical.update_layout(bargap=0.1)
fig_dist_numerical.update_xaxes(title_text="Price")
fig_dist_numerical.update_yaxes(title_text="Count")
fig_dist_numerical.show()
In [33]:
# Correlation Analysis - Scatter Matrix
fig_scatter_matrix = px.scatter_matrix(df, dimensions=["Price", "Quantity", "Rating", "Total"],
                                      title="Scatter Matrix of Numerical Features")

# Manually set diagonal_visible to False for each subplot
for i in range(len(fig_scatter_matrix.data)):
    fig_scatter_matrix.update_traces(diagonal_visible=False, selector=dict(type='scatter', row=i, col=i))

fig_scatter_matrix.show()

Model Building Lasso and Ridge Regression¶

In [34]:
from sklearn.model_selection import train_test_split, GridSearchCV
from sklearn.linear_model import Lasso, Ridge
from sklearn.metrics import mean_squared_error, mean_absolute_error
import numpy as np
import time

# Define features (X) and target variable (y)
# Hybrid the models with Sentimental analysis column
X = df.drop("Total", axis=1)
X['Sentiment'] = df['Sentiment']
y = df["Total"]

# Train-test split
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)

# Modeling - Lasso Regression
lasso_model = Lasso()
lasso_params = {'alpha': [0.001, 0.01, 0.1, 1, 10, 100]}
lasso_grid = GridSearchCV(lasso_model, lasso_params, cv=5)

# Training time for Lasso Regression
start_time = time.time()
lasso_grid.fit(X_train, y_train)
lasso_best = lasso_grid.best_estimator_
lasso_training_time = time.time() - start_time

# Testing time for Lasso Regression
start_time = time.time()
lasso_pred = lasso_best.predict(X_test)
lasso_testing_time = time.time() - start_time

# Modeling - Ridge Regression
ridge_model = Ridge()
ridge_params = {'alpha': [0.001, 0.01, 0.1, 1, 10, 100]}
ridge_grid = GridSearchCV(ridge_model, ridge_params, cv=5)

# Training time for Ridge Regression
start_time = time.time()
ridge_grid.fit(X_train, y_train)
ridge_best = ridge_grid.best_estimator_
ridge_training_time = time.time() - start_time

# Testing time for Ridge Regression
start_time = time.time()
ridge_pred = ridge_best.predict(X_test)
ridge_testing_time = time.time() - start_time

# Evaluate models
lasso_rmse = np.sqrt(mean_squared_error(y_test, lasso_pred))
ridge_rmse = np.sqrt(mean_squared_error(y_test, ridge_pred))

lasso_mae = mean_absolute_error(y_test, lasso_pred)
ridge_mae = mean_absolute_error(y_test, ridge_pred)

print(f"Lasso Regression RMSE: {lasso_rmse}")
print(f"Lasso Regression MAE: {lasso_mae}")
print(f"Lasso Regression Training Time: {lasso_training_time} seconds")
print(f"Lasso Regression Testing Time: {lasso_testing_time} seconds")
print(f"Ridge Regression RMSE: {ridge_rmse}")
print(f"Ridge Regression MAE: {ridge_mae}")
print(f"Ridge Regression Training Time: {ridge_training_time} seconds")
print(f"Ridge Regression Testing Time: {ridge_testing_time} seconds")
Lasso Regression RMSE: 0.0003160410482472506
Lasso Regression MAE: 0.0002550297756469444
Lasso Regression Training Time: 0.04873394966125488 seconds
Lasso Regression Testing Time: 0.0003581047058105469 seconds
Ridge Regression RMSE: 2.429760316019329e-08
Ridge Regression MAE: 1.857718896491889e-08
Ridge Regression Training Time: 0.0364229679107666 seconds
Ridge Regression Testing Time: 0.0003039836883544922 seconds
In [35]:
# Plotting Lasso Regression
plt.figure(figsize=(10, 6))
plt.scatter(y_test, lasso_pred, color='blue', label='Lasso Regression')
plt.plot([min(y_test), max(y_test)], [min(y_test), max(y_test)], linestyle='--', color='red', label='Perfect Prediction')
plt.title('Lasso Regression: Actual vs Predicted')
plt.xlabel('Actual Total')
plt.ylabel('Predicted Total')
plt.legend()
plt.show()

# Plotting Ridge Regression
plt.figure(figsize=(10, 6))
plt.scatter(y_test, ridge_pred, color='green', label='Ridge Regression')
plt.plot([min(y_test), max(y_test)], [min(y_test), max(y_test)], linestyle='--', color='red', label='Perfect Prediction')
plt.title('Ridge Regression: Actual vs Predicted')
plt.xlabel('Actual Total')
plt.ylabel('Predicted Total')
plt.legend()
plt.show()

Neural Network¶

In [36]:
from sklearn.model_selection import train_test_split
from sklearn.preprocessing import StandardScaler
from tensorflow.keras.models import Sequential
from tensorflow.keras.layers import Dense
from tensorflow.keras.optimizers import Adam
from sklearn.metrics import mean_squared_error, mean_absolute_error
import numpy as np
import time

# Define features (X) and target variable (y)
X = df.drop("Total", axis=1)
X['Sentiment'] = df['Sentiment']
y = df["Total"]

# Train-test split
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)

# Standardize the data
scaler = StandardScaler()
X_train_scaled = scaler.fit_transform(X_train)
X_test_scaled = scaler.transform(X_test)

# Build a Sequential model
model = Sequential()
model.add(Dense(64, input_dim=X_train_scaled.shape[1], activation='relu'))
model.add(Dense(32, activation='relu'))
model.add(Dense(1, activation='linear'))

# Compile the model
model.compile(optimizer=Adam(learning_rate=0.001), loss='mean_squared_error')

# Training time for Neural Network
start_time = time.time()
model.fit(X_train_scaled, y_train, epochs=50, batch_size=32, validation_split=0.2, verbose=0)
nn_training_time = time.time() - start_time

# Testing time for Neural Network
start_time = time.time()
nn_pred = model.predict(X_test_scaled).flatten()
nn_testing_time = time.time() - start_time

# Evaluate the model
nn_rmse = np.sqrt(mean_squared_error(y_test, nn_pred))
nn_mae = mean_absolute_error(y_test, nn_pred)

print(f"Neural Network RMSE: {nn_rmse}")
print(f"Neural Network MAE: {nn_mae}")
print(f"Neural Network Training Time: {nn_training_time} seconds")
print(f"Neural Network Testing Time: {nn_testing_time} seconds")
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 469us/step
Neural Network RMSE: 24.83630521193582
Neural Network MAE: 19.946934275627136
Neural Network Training Time: 1.0506041049957275 seconds
Neural Network Testing Time: 0.05163311958312988 seconds

Important Feature¶

In [37]:
def plot_feature_importance(model, feature_names, title):
    importance = model.coef_  
    feature_importance = pd.Series(importance, index=feature_names)
    feature_importance = feature_importance.sort_values(ascending=False)

    plt.figure(figsize=(10, 6))
    feature_importance.plot(kind='bar')
    plt.title(title)
    plt.show()

plot_feature_importance(lasso_best, X.columns, 'Lasso Model - Feature Importance')
plot_feature_importance(ridge_best, X.columns, 'Ridge Model - Feature Importance')

Hyperparameter Tuning with Optuna¶

In [38]:
import optuna
from sklearn.model_selection import train_test_split
from sklearn.linear_model import Lasso, Ridge
from sklearn.neural_network import MLPRegressor
from sklearn.metrics import mean_squared_error, mean_absolute_error
from tensorflow.keras.models import Sequential
from tensorflow.keras.layers import Dense
from tensorflow.keras.optimizers import Adam
import numpy as np
import time


# Lasso Regression
def lasso_objective(trial):
    X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)
    lasso = Lasso(alpha=trial.suggest_loguniform('alpha', 1e-5, 1e2))
    start_time = time.time()
    lasso.fit(X_train, y_train)
    lasso_training_time = time.time() - start_time
    y_pred = lasso.predict(X_test)
    lasso_testing_time = time.time() - start_time
    rmse = mean_squared_error(y_test, y_pred, squared=False)
    mae = mean_absolute_error(y_test, y_pred)
    return rmse, mae, lasso_training_time, lasso_testing_time

# Ridge Regression
def ridge_objective(trial):
    X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)
    ridge = Ridge(alpha=trial.suggest_loguniform('alpha', 1e-5, 1e2))
    start_time = time.time()
    ridge.fit(X_train, y_train)
    ridge_training_time = time.time() - start_time
    y_pred = ridge.predict(X_test)
    ridge_testing_time = time.time() - start_time
    rmse = mean_squared_error(y_test, y_pred, squared=False)
    mae = mean_absolute_error(y_test, y_pred)
    return rmse, mae, ridge_training_time, ridge_testing_time

# Define the Optuna objective function
def nn_objective(trial):
    start_time = time.time()
    # Hyperparameters to be optimized
    n_units_1 = trial.suggest_int('n_units_1', 10, 100)
    n_units_2 = trial.suggest_int('n_units_2', 10, 100)
    learning_rate = trial.suggest_loguniform('learning_rate', 1e-5, 1e-2)

    # Build the model
    model = Sequential()
    model.add(Dense(n_units_1, input_dim=X_train_scaled.shape[1], activation='relu'))
    model.add(Dense(n_units_2, activation='relu'))
    model.add(Dense(1, activation='linear'))

    # Compile the model
    model.compile(optimizer=Adam(learning_rate=learning_rate), loss='mean_squared_error')

    # Train the model
    model.fit(X_train_scaled, y_train, epochs=50, batch_size=32, validation_split=0.2, verbose=0)
    
    nn_training_time = time.time() - start_time

    # Make predictions on the test set
    start_time = time.time()
    nn_pred = model.predict(X_test_scaled).flatten()
    nn_testing_time = time.time() - start_time

    # Evaluate the model
    nn_rmse = np.sqrt(mean_squared_error(y_test, nn_pred))
    nn_mae = mean_absolute_error(y_test, nn_pred)

    return nn_rmse, nn_mae, nn_training_time, nn_testing_time


# Create the Optuna study for Lasso
lasso_study = optuna.create_study(directions=['minimize', 'minimize', 'minimize', 'minimize'])
lasso_study.optimize(lasso_objective, n_trials=100)
best_lasso_trials = lasso_study.best_trials  # Use best_trials instead of best_params
best_lasso_params = best_lasso_trials[0].params
best_lasso_alpha = best_lasso_params['alpha']
lasso_rmse, lasso_mae, lasso_training_time, lasso_testing_time = best_lasso_trials[0].values

# Create the Optuna study for Ridge
ridge_study = optuna.create_study(directions=['minimize', 'minimize', 'minimize', 'minimize'])
ridge_study.optimize(ridge_objective, n_trials=100)
best_ridge_trials = ridge_study.best_trials
best_ridge_params = best_ridge_trials[0].params
best_ridge_alpha = best_ridge_params['alpha']
ridge_rmse, ridge_mae, ridge_training_time, ridge_testing_time = best_ridge_trials[0].values

# Create the Optuna study for Neural Network
nn_study = optuna.create_study(directions=['minimize', 'minimize', 'minimize', 'minimize'])
nn_study.optimize(nn_objective, n_trials=100)
best_nn_trials = nn_study.best_trials
best_nn_params = best_nn_trials[0].params
best_nn_rmse, best_nn_mae, nn_training_time, nn_testing_time = best_nn_trials[0].values

# Print or use the extracted values as needed
print("Best Lasso Params:", best_lasso_params)
print("Best Lasso Alpha:", best_lasso_alpha)
print("Lasso RMSE:", lasso_rmse)
print("Lasso MAE:", lasso_mae)
print("Lasso Training Time:", lasso_training_time)
print("Lasso Testing Time:", lasso_testing_time)

print("Best Ridge Params:", best_ridge_params)
print("Best Ridge Alpha:", best_ridge_alpha)
print("Ridge RMSE:", ridge_rmse)
print("Ridge MAE:", ridge_mae)
print("Ridge Training Time:", ridge_training_time)
print("Ridge Testing Time:", ridge_testing_time)

print("Best Neural Network Params:", best_nn_params)
print("Best Neural Network RMSE:", best_nn_rmse)
print("Best Neural Network MAE:", best_nn_mae)
print("Neural Network Training Time:", nn_training_time)
print("Neural Network Testing Time:", nn_testing_time)
[I 2023-12-30 08:37:30,535] A new study created in memory with name: no-name-0fbcb25b-f526-4b0e-ae1c-7c1d963a90d2
[I 2023-12-30 08:37:30,555] Trial 0 finished with values: [0.00027112077098003325, 0.00020283838213158823, 0.008912801742553711, 0.010336875915527344] and parameters: {'alpha': 3.041620465335698e-05}. 
[I 2023-12-30 08:37:30,568] Trial 1 finished with values: [0.0004731855497692896, 0.00039109794743783064, 0.0048639774322509766, 0.007658958435058594] and parameters: {'alpha': 0.07856494667601356}. 
[I 2023-12-30 08:37:30,580] Trial 2 finished with values: [0.0012795349305857401, 0.001031473573765692, 0.006132841110229492, 0.007370948791503906] and parameters: {'alpha': 0.007185077454530179}. 
[I 2023-12-30 08:37:30,586] Trial 3 finished with values: [0.0008910530583021465, 0.0007364743541527651, 0.0021581649780273438, 0.0029671192169189453] and parameters: {'alpha': 0.14794521101207792}. 
[I 2023-12-30 08:37:30,589] Trial 4 finished with values: [0.0006692241218152119, 0.000499634628441491, 0.0015869140625, 0.0019719600677490234] and parameters: {'alpha': 0.00012783945719960332}. 
[I 2023-12-30 08:37:30,592] Trial 5 finished with values: [0.0004455645875808781, 0.0003280985153699689, 0.001744985580444336, 0.002096891403198242] and parameters: {'alpha': 0.00040795573779611293}. 
[I 2023-12-30 08:37:30,596] Trial 6 finished with values: [0.00024872098047548045, 0.00019386641301660679, 0.001676797866821289, 0.002032756805419922] and parameters: {'alpha': 1.0738942642427166e-05}. 
[I 2023-12-30 08:37:30,600] Trial 7 finished with values: [0.002867412421827346, 0.0023699775134482493, 0.0015590190887451172, 0.0025551319122314453] and parameters: {'alpha': 0.47608830008175923}. 
[I 2023-12-30 08:37:30,612] Trial 8 finished with values: [0.00016602516688734385, 0.0001337702912299843, 0.0050868988037109375, 0.007422924041748047] and parameters: {'alpha': 0.0011130826083185113}. 
[I 2023-12-30 08:37:30,624] Trial 9 finished with values: [0.06274204308997766, 0.05185763657127531, 0.006265163421630859, 0.007043123245239258] and parameters: {'alpha': 10.417319954034728}. 
[I 2023-12-30 08:37:30,631] Trial 10 finished with values: [0.0005687953604134068, 0.00042496313540663853, 0.0030519962310791016, 0.0040209293365478516] and parameters: {'alpha': 6.793644414156029e-05}. 
[I 2023-12-30 08:37:30,636] Trial 11 finished with values: [0.2820122024104497, 0.23308909912757475, 0.002463102340698242, 0.0028312206268310547] and parameters: {'alpha': 46.82364804790426}. 
[I 2023-12-30 08:37:30,643] Trial 12 finished with values: [0.00023476517074396682, 0.0001802771350957666, 0.0032181739807128906, 0.0044460296630859375] and parameters: {'alpha': 1.4516264782186141e-05}. 
[I 2023-12-30 08:37:30,649] Trial 13 finished with values: [0.007917184012141896, 0.0065437214178821115, 0.001989126205444336, 0.002610921859741211] and parameters: {'alpha': 1.3145226857069967}. 
[I 2023-12-30 08:37:30,652] Trial 14 finished with values: [0.0004396308168418197, 0.0003234410978382174, 0.0013210773468017578, 0.0016880035400390625] and parameters: {'alpha': 0.0004138494820842951}. 
[I 2023-12-30 08:37:30,655] Trial 15 finished with values: [0.0002443601856055705, 0.00018972834152723107, 0.001508951187133789, 0.001828908920288086] and parameters: {'alpha': 1.184461141644836e-05}. 
[I 2023-12-30 08:37:30,658] Trial 16 finished with values: [0.005857249311151565, 0.004841141459951565, 0.0010349750518798828, 0.0013790130615234375] and parameters: {'alpha': 0.9725032389712593}. 
[I 2023-12-30 08:37:30,661] Trial 17 finished with values: [0.0013237000855612585, 0.0010940663482681323, 0.001132965087890625, 0.0014538764953613281] and parameters: {'alpha': 0.2197793797504}. 
[I 2023-12-30 08:37:30,665] Trial 18 finished with values: [0.00024168939327219897, 0.00019976143749736552, 0.001981019973754883, 0.002674102783203125] and parameters: {'alpha': 0.040128685887062664}. 
[I 2023-12-30 08:37:30,669] Trial 19 finished with values: [0.1357802662788929, 0.11222528555763098, 0.0013570785522460938, 0.0017161369323730469] and parameters: {'alpha': 22.544157117143655}. 
[I 2023-12-30 08:37:30,673] Trial 20 finished with values: [0.0003079140127837824, 0.0002304271752264009, 0.002223968505859375, 0.002603769302368164] and parameters: {'alpha': 3.374412383999519e-05}. 
[I 2023-12-30 08:37:30,677] Trial 21 finished with values: [0.0002464717258150565, 0.00020371413732940823, 0.0018661022186279297, 0.0022101402282714844] and parameters: {'alpha': 0.040922716268153636}. 
[I 2023-12-30 08:37:30,680] Trial 22 finished with values: [0.0004523312053560783, 0.0003515807922697556, 0.0014719963073730469, 0.0017859935760498047] and parameters: {'alpha': 0.025031056117936844}. 
[I 2023-12-30 08:37:30,682] Trial 23 finished with values: [0.006713297448870178, 0.005548683500774547, 0.0010218620300292969, 0.0013461112976074219] and parameters: {'alpha': 1.1146364387769276}. 
[I 2023-12-30 08:37:30,685] Trial 24 finished with values: [0.0006470018366448206, 0.00048367978711833626, 0.001493215560913086, 0.001844167709350586] and parameters: {'alpha': 7.423452205168829e-05}. 
[I 2023-12-30 08:37:30,688] Trial 25 finished with values: [0.0022168069154951345, 0.001832238188478894, 0.0010581016540527344, 0.0014040470123291016] and parameters: {'alpha': 0.3680655869290969}. 
[I 2023-12-30 08:37:30,691] Trial 26 finished with values: [0.0004417767344230548, 0.00032511410999047196, 0.0013110637664794922, 0.0016481876373291016] and parameters: {'alpha': 0.0004117130079574851}. 
[I 2023-12-30 08:37:30,694] Trial 27 finished with values: [0.03367839689427453, 0.027835913215988883, 0.0009400844573974609, 0.0012919902801513672] and parameters: {'alpha': 5.591763014209131}. 
[I 2023-12-30 08:37:30,697] Trial 28 finished with values: [0.4262065010767118, 0.35226876188037104, 0.0007891654968261719, 0.001074075698852539] and parameters: {'alpha': 70.76482163384685}. 
[I 2023-12-30 08:37:30,699] Trial 29 finished with values: [0.00048063005351286884, 0.0003551787425078978, 0.00136566162109375, 0.0016727447509765625] and parameters: {'alpha': 0.00037427381729600165}. 
[I 2023-12-30 08:37:30,703] Trial 30 finished with values: [0.00048367510390977985, 0.0003997677876206862, 0.0013811588287353516, 0.0018129348754882812] and parameters: {'alpha': 0.08030657057035945}. 
[I 2023-12-30 08:37:30,705] Trial 31 finished with values: [0.000429577347123375, 0.00031557308973832466, 0.0011839866638183594, 0.001466989517211914] and parameters: {'alpha': 0.00042393764748220077}. 
[I 2023-12-30 08:37:30,708] Trial 32 finished with values: [0.000792924493271666, 0.0006377916380184101, 0.0010917186737060547, 0.0013780593872070312] and parameters: {'alpha': 0.007799271766578365}. 
[I 2023-12-30 08:37:30,711] Trial 33 finished with values: [0.00015816173620398247, 0.00012751851735658625, 0.0013608932495117188, 0.0016448497772216797] and parameters: {'alpha': 0.000833544273271815}. 
[I 2023-12-30 08:37:30,713] Trial 34 finished with values: [0.00039495352453179357, 0.0002955699579973825, 0.0013918876647949219, 0.0016760826110839844] and parameters: {'alpha': 4.341710580784927e-05}. 
[I 2023-12-30 08:37:30,715] Trial 35 finished with values: [0.052889614796807656, 0.04371439448655314, 0.0009489059448242188, 0.0012297630310058594] and parameters: {'alpha': 8.78148068582667}. 
[I 2023-12-30 08:37:30,718] Trial 36 finished with values: [0.00044804977220113805, 0.0003352686702221974, 0.0012979507446289062, 0.0015988349914550781] and parameters: {'alpha': 4.851230058891675e-05}. 
[I 2023-12-30 08:37:30,720] Trial 37 finished with values: [0.4361158438408669, 0.36045904498904774, 0.0007648468017578125, 0.0010559558868408203] and parameters: {'alpha': 72.41011064619832}. 
[I 2023-12-30 08:37:30,723] Trial 38 finished with values: [0.0006821633259765234, 0.000509395984362544, 0.0014231204986572266, 0.0017132759094238281] and parameters: {'alpha': 0.00011866946098077448}. 
[I 2023-12-30 08:37:30,726] Trial 39 finished with values: [0.00047291926039281314, 0.0003493051049809703, 0.0017862319946289062, 0.0021402835845947266] and parameters: {'alpha': 0.0003815737889987993}. 
[I 2023-12-30 08:37:30,729] Trial 40 finished with values: [0.0013546683959065194, 0.0011196623171609477, 0.0010120868682861328, 0.0013072490692138672] and parameters: {'alpha': 0.2249211759236829}. 
[I 2023-12-30 08:37:30,731] Trial 41 finished with values: [0.1367312294823807, 0.11301127692435115, 0.0010349750518798828, 0.0014128684997558594] and parameters: {'alpha': 22.702049456436175}. 
[I 2023-12-30 08:37:30,734] Trial 42 finished with values: [0.0005693198195286347, 0.0004238801036695372, 0.0013909339904785156, 0.0017008781433105469] and parameters: {'alpha': 0.00020410486539563895}. 
[I 2023-12-30 08:37:30,737] Trial 43 finished with values: [0.0014730700416094994, 0.0012175238022176993, 0.0009160041809082031, 0.0012238025665283203] and parameters: {'alpha': 0.2445798890571332}. 
[I 2023-12-30 08:37:30,739] Trial 44 finished with values: [0.00048389188001915116, 0.00035859245663776186, 0.0012371540069580078, 0.0015192031860351562] and parameters: {'alpha': 0.0002760710934851631}. 
[I 2023-12-30 08:37:30,741] Trial 45 finished with values: [0.0006016332999136733, 0.00048515888925077856, 0.0011262893676757812, 0.0014312267303466797] and parameters: {'alpha': 0.002909089525479402}. 
[I 2023-12-30 08:37:30,744] Trial 46 finished with values: [0.0002478464220936162, 0.00019434330149595947, 0.00092315673828125, 0.0011990070343017578] and parameters: {'alpha': 0.03351729119307699}. 
[I 2023-12-30 08:37:30,747] Trial 47 finished with values: [0.00023497451527134612, 0.00018964185620891526, 0.001856088638305664, 0.0022089481353759766] and parameters: {'alpha': 0.0006746130041743043}. 
[I 2023-12-30 08:37:30,750] Trial 48 finished with values: [0.0002549356380019973, 0.00021070974124523856, 0.0012121200561523438, 0.0015609264373779297] and parameters: {'alpha': 0.042328014484623165}. 
[I 2023-12-30 08:37:30,753] Trial 49 finished with values: [0.0002398582006685655, 0.00018539032439998104, 0.0013427734375, 0.001628875732421875] and parameters: {'alpha': 1.3051078283184926e-05}. 
[I 2023-12-30 08:37:30,760] Trial 50 finished with values: [0.24551702446948434, 0.20292505630938265, 0.001020193099975586, 0.0013120174407958984] and parameters: {'alpha': 40.76420326945639}. 
[I 2023-12-30 08:37:30,763] Trial 51 finished with values: [0.0006422437898867817, 0.00047976227356714475, 0.0014295578002929688, 0.001714944839477539] and parameters: {'alpha': 7.826593298402872e-05}. 
[I 2023-12-30 08:37:30,765] Trial 52 finished with values: [0.02099563546434046, 0.017353340437628737, 0.0008790493011474609, 0.0011670589447021484] and parameters: {'alpha': 3.485991872413852}. 
[I 2023-12-30 08:37:30,768] Trial 53 finished with values: [0.0002860236349429902, 0.00023037390278951908, 0.0013217926025390625, 0.001603841781616211] and parameters: {'alpha': 0.002121486863701405}. 
[I 2023-12-30 08:37:30,770] Trial 54 finished with values: [0.0014910724228893077, 0.001232403154243118, 0.0010139942169189453, 0.0012867450714111328] and parameters: {'alpha': 0.24756889860304035}. 
[I 2023-12-30 08:37:30,772] Trial 55 finished with values: [0.4471338460445843, 0.369565658766395, 0.000823974609375, 0.0011029243469238281] and parameters: {'alpha': 74.23947495372894}. 
[I 2023-12-30 08:37:30,774] Trial 56 finished with values: [0.007409932635547704, 0.006124467338123433, 0.0008420944213867188, 0.0011830329895019531] and parameters: {'alpha': 1.2303016494310581}. 
[I 2023-12-30 08:37:30,777] Trial 57 finished with values: [0.0004125213915645997, 0.00030199003867139917, 0.0014879703521728516, 0.0017819404602050781] and parameters: {'alpha': 0.00044138857693467237}. 
[I 2023-12-30 08:37:30,779] Trial 58 finished with values: [0.3393790080924523, 0.2805039873556441, 0.0006949901580810547, 0.0009760856628417969] and parameters: {'alpha': 56.3484951854649}. 
[I 2023-12-30 08:37:30,782] Trial 59 finished with values: [0.0005012375029560387, 0.0003744783004471153, 0.0013890266418457031, 0.00168609619140625] and parameters: {'alpha': 6.075788420287861e-05}. 
[I 2023-12-30 08:37:30,788] Trial 60 finished with values: [0.0006806550895078624, 0.0005082593975638772, 0.004144191741943359, 0.00449824333190918] and parameters: {'alpha': 0.00011970952238142397}. 
[I 2023-12-30 08:37:30,790] Trial 61 finished with values: [0.0006165068626001504, 0.0004949968890187395, 0.0012750625610351562, 0.0015790462493896484] and parameters: {'alpha': 0.008022730696845407}. 
[I 2023-12-30 08:37:30,793] Trial 62 finished with values: [0.06560448855419605, 0.05422350878834282, 0.0015108585357666016, 0.001867055892944336] and parameters: {'alpha': 10.892583569675113}. 
[I 2023-12-30 08:37:30,796] Trial 63 finished with values: [0.00024177107646882308, 0.0001872522974787849, 0.001402139663696289, 0.0017123222351074219] and parameters: {'alpha': 1.252905754141627e-05}. 
[I 2023-12-30 08:37:30,799] Trial 64 finished with values: [0.07707748456190287, 0.06370618464730753, 0.000949859619140625, 0.001260995864868164] and parameters: {'alpha': 12.797492373366692}. 
[I 2023-12-30 08:37:30,801] Trial 65 finished with values: [0.002313636518791345, 0.0019122699204657213, 0.0008590221405029297, 0.0011448860168457031] and parameters: {'alpha': 0.3841426049690942}. 
[I 2023-12-30 08:37:30,803] Trial 66 finished with values: [0.0006294362446986087, 0.0004695437693613458, 0.0012218952178955078, 0.0014910697937011719] and parameters: {'alpha': 0.0001570936960090778}. 
[I 2023-12-30 08:37:30,806] Trial 67 finished with values: [0.0009969175680879484, 0.0007942334287269248, 0.0009970664978027344, 0.0012640953063964844] and parameters: {'alpha': 0.023674820658669177}. 
[I 2023-12-30 08:37:30,808] Trial 68 finished with values: [0.004120169442250334, 0.0034054079055405805, 0.0007836818695068359, 0.0010716915130615234] and parameters: {'alpha': 0.6840887103926125}. 
[I 2023-12-30 08:37:30,811] Trial 69 finished with values: [0.00023691327163374894, 0.00018244483417715119, 0.00144195556640625, 0.0017268657684326172] and parameters: {'alpha': 1.3884057999709139e-05}. 
[I 2023-12-30 08:37:30,813] Trial 70 finished with values: [0.00023768682565677906, 0.00017791868982287685, 0.0013692378997802734, 0.0016701221466064453] and parameters: {'alpha': 2.8317064514072636e-05}. 
[I 2023-12-30 08:37:30,816] Trial 71 finished with values: [0.0011743686617477081, 0.0009706407420361996, 0.0009872913360595703, 0.001293182373046875] and parameters: {'alpha': 0.19498526810734465}. 
[I 2023-12-30 08:37:30,818] Trial 72 finished with values: [0.023224588873460194, 0.019195617962104193, 0.0009610652923583984, 0.0012371540069580078] and parameters: {'alpha': 3.8560741917334775}. 
[I 2023-12-30 08:37:30,820] Trial 73 finished with values: [0.0006488956829813103, 0.00048543643823591886, 0.0012438297271728516, 0.0015227794647216797] and parameters: {'alpha': 7.209617136179422e-05}. 
[I 2023-12-30 08:37:30,823] Trial 74 finished with values: [0.000461128103657067, 0.0003413162179889206, 0.0011782646179199219, 0.0014500617980957031] and parameters: {'alpha': 0.0002962561697851298}. 
[I 2023-12-30 08:37:30,825] Trial 75 finished with values: [0.000403085526419554, 0.0002945137309101875, 0.0012707710266113281, 0.0015549659729003906] and parameters: {'alpha': 0.00045126316318191593}. 
[I 2023-12-30 08:37:30,828] Trial 76 finished with values: [0.0003313461575556777, 0.00026703344483361424, 0.0012390613555908203, 0.0015518665313720703] and parameters: {'alpha': 0.002064716608456269}. 
[I 2023-12-30 08:37:30,830] Trial 77 finished with values: [0.0011383216682161073, 0.0009162139565235384, 0.0010581016540527344, 0.0013501644134521484] and parameters: {'alpha': 0.009909052384752383}. 
[I 2023-12-30 08:37:30,833] Trial 78 finished with values: [0.03277085956128113, 0.02708581425727766, 0.0009169578552246094, 0.0011987686157226562] and parameters: {'alpha': 5.441080851143193}. 
[I 2023-12-30 08:37:30,835] Trial 79 finished with values: [0.050878026521593955, 0.0420517738805079, 0.0007658004760742188, 0.0010387897491455078] and parameters: {'alpha': 8.447488395386571}. 
[I 2023-12-30 08:37:30,837] Trial 80 finished with values: [0.1961380437549198, 0.16211227575514844, 0.0007460117340087891, 0.001016855239868164] and parameters: {'alpha': 32.56560762650306}. 
[I 2023-12-30 08:37:30,840] Trial 81 finished with values: [0.0006820840051255849, 0.0005093362154173198, 0.0011832714080810547, 0.001470327377319336] and parameters: {'alpha': 0.0001187241541160267}. 
[I 2023-12-30 08:37:30,842] Trial 82 finished with values: [0.2455433293897667, 0.20294679788694267, 0.0006902217864990234, 0.0009698867797851562] and parameters: {'alpha': 40.76857078376679}. 
[I 2023-12-30 08:37:30,845] Trial 83 finished with values: [0.00021006596750509132, 0.00015724874470549488, 0.0014400482177734375, 0.0017600059509277344] and parameters: {'alpha': 2.498748765041911e-05}. 
[I 2023-12-30 08:37:30,847] Trial 84 finished with values: [0.0004645998859756762, 0.00034396828818673007, 0.0014269351959228516, 0.0017080307006835938] and parameters: {'alpha': 0.000293123312872143}. 
[I 2023-12-30 08:37:30,850] Trial 85 finished with values: [0.00029101767260001764, 0.00023462249883191344, 0.001310110092163086, 0.0015931129455566406] and parameters: {'alpha': 0.0015668864625299126}. 
[I 2023-12-30 08:37:30,852] Trial 86 finished with values: [0.04021539062807785, 0.03323887793663255, 0.0007979869842529297, 0.0010721683502197266] and parameters: {'alpha': 6.677127020685671}. 
[I 2023-12-30 08:37:30,855] Trial 87 finished with values: [0.00021844715456213195, 0.0001761544822070149, 0.0013260841369628906, 0.0016150474548339844] and parameters: {'alpha': 0.0010620673495664412}. 
[I 2023-12-30 08:37:30,857] Trial 88 finished with values: [0.00025374110229175307, 0.0002097224320035651, 0.0009539127349853516, 0.0013089179992675781] and parameters: {'alpha': 0.04212968079990807}. 
[I 2023-12-30 08:37:30,860] Trial 89 finished with values: [0.0005964616597789159, 0.0004445618109566851, 0.0013682842254638672, 0.0016772747039794922] and parameters: {'alpha': 0.00018248838056608623}. 
[I 2023-12-30 08:37:30,863] Trial 90 finished with values: [0.0002010976354093233, 0.00016206809995861104, 0.001322031021118164, 0.0016140937805175781] and parameters: {'alpha': 0.001246309835891551}. 
[I 2023-12-30 08:37:30,865] Trial 91 finished with values: [0.0007042142239393338, 0.000563949439848862, 0.0010540485382080078, 0.001394033432006836] and parameters: {'alpha': 0.012082012120082515}. 
[I 2023-12-30 08:37:30,867] Trial 92 finished with values: [0.01952632635999155, 0.01613892513025613, 0.0008792877197265625, 0.0011782646179199219] and parameters: {'alpha': 3.2420364272689044}. 
[I 2023-12-30 08:37:30,870] Trial 93 finished with values: [0.0005654478379163792, 0.0004500198944678835, 0.0010120868682861328, 0.0012888908386230469] and parameters: {'alpha': 0.014293215587482743}. 
[I 2023-12-30 08:37:30,872] Trial 94 finished with values: [0.00023829879737623566, 0.00017837916256118524, 0.0012297630310058594, 0.001500844955444336] and parameters: {'alpha': 2.7931060918598288e-05}. 
[I 2023-12-30 08:37:30,874] Trial 95 finished with values: [0.0004443212614319501, 0.0003672409976063862, 0.0011012554168701172, 0.001377105712890625] and parameters: {'alpha': 0.07377248994114537}. 
[I 2023-12-30 08:37:30,877] Trial 96 finished with values: [0.003806717613730679, 0.003146333284990075, 0.0009970664978027344, 0.0012760162353515625] and parameters: {'alpha': 0.6320450116679006}. 
[I 2023-12-30 08:37:30,879] Trial 97 finished with values: [0.0003604965143421172, 0.0002903294661368261, 0.0011110305786132812, 0.0013911724090576172] and parameters: {'alpha': 0.0027404327533514187}. 
[I 2023-12-30 08:37:30,881] Trial 98 finished with values: [0.02247197491356689, 0.018573566474960918, 0.0008008480072021484, 0.0010919570922851562] and parameters: {'alpha': 3.7311145946890782}. 
[I 2023-12-30 08:37:30,884] Trial 99 finished with values: [0.00023663048165183088, 0.0001770494208551665, 0.0014157295227050781, 0.0017399787902832031] and parameters: {'alpha': 2.9193659174018046e-05}. 
[I 2023-12-30 08:37:30,893] A new study created in memory with name: no-name-703a7367-f55a-479d-b945-c90c5e957eed
[I 2023-12-30 08:37:30,895] Trial 0 finished with values: [0.0007514171178531479, 0.0005743818637218068, 0.0007789134979248047, 0.0010647773742675781] and parameters: {'alpha': 31.998451618565294}. 
[I 2023-12-30 08:37:30,897] Trial 1 finished with values: [5.2722682107341877e-05, 4.031154767330625e-05, 0.0006799697875976562, 0.0009679794311523438] and parameters: {'alpha': 2.1754032260758986}. 
[I 2023-12-30 08:37:30,899] Trial 2 finished with values: [1.2510663282724594e-09, 9.56521504225094e-10, 0.0005078315734863281, 0.0007829666137695312] and parameters: {'alpha': 5.1483044568434455e-05}. 
[I 2023-12-30 08:37:30,901] Trial 3 finished with values: [1.8718187770967838e-05, 1.4311540657026001e-05, 0.0006382465362548828, 0.0009191036224365234] and parameters: {'alpha': 0.771074236523135}. 
[I 2023-12-30 08:37:30,903] Trial 4 finished with values: [0.0013982807007114552, 0.001068510536325935, 0.0007550716400146484, 0.0010368824005126953] and parameters: {'alpha': 61.24022921989594}. 
[I 2023-12-30 08:37:30,904] Trial 5 finished with values: [1.6669658974892024e-05, 1.2745257342045013e-05, 0.0005099773406982422, 0.0007739067077636719] and parameters: {'alpha': 0.6866193896798845}. 
[I 2023-12-30 08:37:30,906] Trial 6 finished with values: [2.076123705989211e-09, 1.587339000241883e-09, 0.0005650520324707031, 0.0008351802825927734] and parameters: {'alpha': 8.544175597440978e-05}. 
[I 2023-12-30 08:37:30,908] Trial 7 finished with values: [0.0001673395344096088, 0.00012794977347290403, 0.0006039142608642578, 0.0008959770202636719] and parameters: {'alpha': 6.941955392806958}. 
[I 2023-12-30 08:37:30,910] Trial 8 finished with values: [5.010578509063127e-06, 3.830941286693257e-06, 0.0005550384521484375, 0.0008177757263183594] and parameters: {'alpha': 0.2062678600588901}. 
[I 2023-12-30 08:37:30,911] Trial 9 finished with values: [4.432197139011811e-09, 3.3887194950121825e-09, 0.0005300045013427734, 0.0008230209350585938] and parameters: {'alpha': 0.00018240745918219576}. 
[I 2023-12-30 08:37:30,913] Trial 10 finished with values: [2.1555436578719758e-06, 1.648063038532932e-06, 0.0005142688751220703, 0.0007979869842529297] and parameters: {'alpha': 0.08872380674748516}. 
[I 2023-12-30 08:37:30,915] Trial 11 finished with values: [5.6337453116750385e-05, 4.307546390964978e-05, 0.000537872314453125, 0.0008041858673095703] and parameters: {'alpha': 2.324954511079757}. 
[I 2023-12-30 08:37:30,917] Trial 12 finished with values: [6.963216484986648e-08, 5.3238576487313336e-08, 0.0007479190826416016, 0.0010309219360351562] and parameters: {'alpha': 0.00286581236681615}. 
[I 2023-12-30 08:37:30,919] Trial 13 finished with values: [0.00011886552590726542, 9.088591370374876e-05, 0.0006451606750488281, 0.0009169578552246094] and parameters: {'alpha': 4.9199135435252925}. 
[I 2023-12-30 08:37:30,921] Trial 14 finished with values: [2.740755608235318e-06, 2.0954988669630303e-06, 0.0007772445678710938, 0.001049041748046875] and parameters: {'alpha': 0.11281478431281537}. 
[I 2023-12-30 08:37:30,923] Trial 15 finished with values: [4.657246902881682e-08, 3.56078538998883e-08, 0.0006721019744873047, 0.000946044921875] and parameters: {'alpha': 0.0019167533966798892}. 
[I 2023-12-30 08:37:30,925] Trial 16 finished with values: [5.630505389628202e-10, 4.304917344821746e-10, 0.0005218982696533203, 0.0007989406585693359] and parameters: {'alpha': 2.3170038487648893e-05}. 
[I 2023-12-30 08:37:30,927] Trial 17 finished with values: [5.8206211711570046e-05, 4.450435125483598e-05, 0.0008120536804199219, 0.001123189926147461] and parameters: {'alpha': 2.4022893256638436}. 
[I 2023-12-30 08:37:30,929] Trial 18 finished with values: [6.358017548040261e-09, 4.861140918688278e-09, 0.0007691383361816406, 0.001055002212524414] and parameters: {'alpha': 0.0002616673570355254}. 
[I 2023-12-30 08:37:30,930] Trial 19 finished with values: [5.145962382829385e-08, 3.9344420229570075e-08, 0.0004899501800537109, 0.0007507801055908203] and parameters: {'alpha': 0.0021179002515536805}. 
[I 2023-12-30 08:37:30,933] Trial 20 finished with values: [4.0871316717355825e-06, 3.124899293055483e-06, 0.0007162094116210938, 0.0009961128234863281] and parameters: {'alpha': 0.16824524975001867}. 
[I 2023-12-30 08:37:30,934] Trial 21 finished with values: [1.9275769206347297e-05, 1.4737862263560776e-05, 0.000492095947265625, 0.0007998943328857422] and parameters: {'alpha': 0.7940645754265694}. 
[I 2023-12-30 08:37:30,936] Trial 22 finished with values: [0.0017588007619111171, 0.0013437142003276759, 0.0005211830139160156, 0.0007781982421875] and parameters: {'alpha': 78.22999745119456}. 
[I 2023-12-30 08:37:30,938] Trial 23 finished with values: [5.177583327084592e-07, 3.958619361421611e-07, 0.0006079673767089844, 0.0008778572082519531] and parameters: {'alpha': 0.021309617256911117}. 
[I 2023-12-30 08:37:30,940] Trial 24 finished with values: [1.1708784264752531e-05, 8.952244741267102e-06, 0.000579833984375, 0.0008718967437744141] and parameters: {'alpha': 0.48216620587642417}. 
[I 2023-12-30 08:37:30,942] Trial 25 finished with values: [1.3458557100936176e-05, 1.0290092348413938e-05, 0.0005960464477539062, 0.0008599758148193359] and parameters: {'alpha': 0.5542686343699583}. 
[I 2023-12-30 08:37:30,944] Trial 26 finished with values: [0.0006638518232743462, 0.0005074616447717872, 0.0006101131439208984, 0.0008800029754638672] and parameters: {'alpha': 28.160933328999377}. 
[I 2023-12-30 08:37:30,946] Trial 27 finished with values: [7.319729594909764e-07, 5.59643839511681e-07, 0.0008311271667480469, 0.0011279582977294922] and parameters: {'alpha': 0.03012646849511022}. 
[I 2023-12-30 08:37:30,948] Trial 28 finished with values: [4.427095562793697e-05, 3.384923823368413e-05, 0.0005540847778320312, 0.0008289813995361328] and parameters: {'alpha': 1.8259358472955272}. 
[I 2023-12-30 08:37:30,949] Trial 29 finished with values: [0.0011287292468858698, 0.0008626569354088676, 0.0005962848663330078, 0.0008602142333984375] and parameters: {'alpha': 48.862750051155345}. 
[I 2023-12-30 08:37:30,952] Trial 30 finished with values: [1.4863906731220996e-07, 1.1364479087228041e-07, 0.0006971359252929688, 0.0009999275207519531] and parameters: {'alpha': 0.006117495477080025}. 
[I 2023-12-30 08:37:30,953] Trial 31 finished with values: [1.8579677992853293e-09, 1.4205446918769127e-09, 0.0005669593811035156, 0.0008568763732910156] and parameters: {'alpha': 7.646930455821795e-05}. 
[I 2023-12-30 08:37:30,955] Trial 32 finished with values: [1.174903984872568e-06, 8.982953750513722e-07, 0.0006768703460693359, 0.0009677410125732422] and parameters: {'alpha': 0.04835762982827035}. 
[I 2023-12-30 08:37:30,957] Trial 33 finished with values: [3.432085954295381e-08, 2.6240652971631915e-08, 0.0006899833679199219, 0.0009641647338867188] and parameters: {'alpha': 0.001412523756892776}. 
[I 2023-12-30 08:37:30,959] Trial 34 finished with values: [7.849632903273928e-10, 6.001584540449301e-10, 0.0005919933319091797, 0.0009038448333740234] and parameters: {'alpha': 3.2303132135508426e-05}. 
[I 2023-12-30 08:37:30,962] Trial 35 finished with values: [3.4020826430456143e-10, 2.6010826603695136e-10, 0.0008170604705810547, 0.0011398792266845703] and parameters: {'alpha': 1.3999463352848836e-05}. 
[I 2023-12-30 08:37:30,964] Trial 36 finished with values: [9.742860370158638e-05, 7.449472295652515e-05, 0.0006160736083984375, 0.0009109973907470703] and parameters: {'alpha': 4.0285637645237635}. 
[I 2023-12-30 08:37:30,966] Trial 37 finished with values: [8.115766228571537e-10, 6.205007996307188e-10, 0.0007510185241699219, 0.0010311603546142578] and parameters: {'alpha': 3.339817786349598e-05}. 
[I 2023-12-30 08:37:30,968] Trial 38 finished with values: [1.0439679681171584e-06, 7.981856774319507e-07, 0.0007359981536865234, 0.0010161399841308594] and parameters: {'alpha': 0.042968180599410696}. 
[I 2023-12-30 08:37:30,970] Trial 39 finished with values: [6.972297406192951e-07, 5.330802459746487e-07, 0.00047516822814941406, 0.0007309913635253906] and parameters: {'alpha': 0.028696462441056073}. 
[I 2023-12-30 08:37:30,971] Trial 40 finished with values: [8.039868545234246e-07, 6.147034547032693e-07, 0.00055694580078125, 0.0008559226989746094] and parameters: {'alpha': 0.03309052882678525}. 
[I 2023-12-30 08:37:30,973] Trial 41 finished with values: [9.211425254521699e-07, 7.042770938847642e-07, 0.0006740093231201172, 0.0009500980377197266] and parameters: {'alpha': 0.03791264000410764}. 
[I 2023-12-30 08:37:30,975] Trial 42 finished with values: [1.2923491758991863e-07, 9.880898399039495e-08, 0.0007538795471191406, 0.001027822494506836] and parameters: {'alpha': 0.005318875643945417}. 
[I 2023-12-30 08:37:30,977] Trial 43 finished with values: [7.58804684661013e-09, 5.8015807447020504e-09, 0.0005519390106201172, 0.0008268356323242188] and parameters: {'alpha': 0.0003122869340308885}. 
[I 2023-12-30 08:37:30,979] Trial 44 finished with values: [3.5976596526819995e-05, 2.750729710152555e-05, 0.000579833984375, 0.0008499622344970703] and parameters: {'alpha': 1.4832481657722134}. 
[I 2023-12-30 08:37:30,981] Trial 45 finished with values: [1.2940611517587424e-05, 9.894079277688039e-06, 0.0005950927734375, 0.0008692741394042969] and parameters: {'alpha': 0.5329245146090145}. 
[I 2023-12-30 08:37:30,983] Trial 46 finished with values: [2.7458863351506416e-07, 2.099419116807777e-07, 0.0007312297821044922, 0.0010671615600585938] and parameters: {'alpha': 0.01130123860675443}. 
[I 2023-12-30 08:37:30,985] Trial 47 finished with values: [4.752192433807364e-08, 3.633377755885014e-08, 0.0005328655242919922, 0.0007951259613037109] and parameters: {'alpha': 0.001955830234972169}. 
[I 2023-12-30 08:37:30,987] Trial 48 finished with values: [3.0122384971174768e-05, 2.3031145197695003e-05, 0.0006268024444580078, 0.0009059906005859375] and parameters: {'alpha': 1.2415401916648243}. 
[I 2023-12-30 08:37:30,989] Trial 49 finished with values: [8.954517515620452e-09, 6.846342628374913e-09, 0.0005917549133300781, 0.0008807182312011719] and parameters: {'alpha': 0.0003685299894519372}. 
[I 2023-12-30 08:37:30,995] Trial 50 finished with values: [3.673959050765441e-08, 2.8089943104880887e-08, 0.0006349086761474609, 0.00090789794921875] and parameters: {'alpha': 0.001512068014528871}. 
[I 2023-12-30 08:37:30,997] Trial 51 finished with values: [9.584725193717279e-08, 7.328181445664938e-08, 0.0006959438323974609, 0.0010328292846679688] and parameters: {'alpha': 0.00394474195057233}. 
[I 2023-12-30 08:37:30,999] Trial 52 finished with values: [3.636259522993185e-07, 2.7801708625152523e-07, 0.0006279945373535156, 0.0009071826934814453] and parameters: {'alpha': 0.014965808920011966}. 
[I 2023-12-30 08:37:31,001] Trial 53 finished with values: [1.1507602231265726e-06, 8.798357855066552e-07, 0.0005488395690917969, 0.0008308887481689453] and parameters: {'alpha': 0.047363844842735515}. 
[I 2023-12-30 08:37:31,003] Trial 54 finished with values: [0.00016528108950121333, 0.00012637588309855508, 0.0005669593811035156, 0.0008349418640136719] and parameters: {'alpha': 6.855907552563736}. 
[I 2023-12-30 08:37:31,005] Trial 55 finished with values: [2.9520958847694696e-05, 2.2571294140597554e-05, 0.0006222724914550781, 0.0009160041809082031] and parameters: {'alpha': 1.2167162421853022}. 
[I 2023-12-30 08:37:31,007] Trial 56 finished with values: [4.236075802437187e-06, 3.238777773711954e-06, 0.0007219314575195312, 0.0010061264038085938] and parameters: {'alpha': 0.1743777449890638}. 
[I 2023-12-30 08:37:31,009] Trial 57 finished with values: [3.965421822370035e-08, 3.0318378394511566e-08, 0.0006792545318603516, 0.0010149478912353516] and parameters: {'alpha': 0.0016320303067873794}. 
[I 2023-12-30 08:37:31,011] Trial 58 finished with values: [3.3621651300385194e-05, 2.5706693942153524e-05, 0.0005810260772705078, 0.0008580684661865234] and parameters: {'alpha': 1.3860012088787295}. 
[I 2023-12-30 08:37:31,013] Trial 59 finished with values: [7.857190716081744e-07, 6.007364686744232e-07, 0.0005812644958496094, 0.0008680820465087891] and parameters: {'alpha': 0.03233863528238604}. 
[I 2023-12-30 08:37:31,015] Trial 60 finished with values: [3.1525355764911086e-09, 2.410329357216412e-09, 0.0006132125854492188, 0.000885009765625] and parameters: {'alpha': 0.0001297394667433017}. 
[I 2023-12-30 08:37:31,017] Trial 61 finished with values: [1.2882954621501734e-08, 9.849901283498497e-09, 0.0006582736968994141, 0.0009510517120361328] and parameters: {'alpha': 0.0005302090848908731}. 
[I 2023-12-30 08:37:31,019] Trial 62 finished with values: [7.289915364029225e-07, 5.573643332268396e-07, 0.0007638931274414062, 0.0010368824005126953] and parameters: {'alpha': 0.030003761260112796}. 
[I 2023-12-30 08:37:31,021] Trial 63 finished with values: [2.060861222822786e-09, 1.5756652471665688e-09, 0.0006301403045654297, 0.0009031295776367188] and parameters: {'alpha': 8.480580193343666e-05}. 
[I 2023-12-30 08:37:31,023] Trial 64 finished with values: [1.493961402410917e-08, 1.1422361742008391e-08, 0.0005741119384765625, 0.0008461475372314453] and parameters: {'alpha': 0.0006148559606554018}. 
[I 2023-12-30 08:37:31,025] Trial 65 finished with values: [4.871690997653069e-10, 3.724701835849942e-10, 0.0005619525909423828, 0.000885009765625] and parameters: {'alpha': 2.003770808843696e-05}. 
[I 2023-12-30 08:37:31,027] Trial 66 finished with values: [1.886832264705024e-07, 1.4426130667932746e-07, 0.0006310939788818359, 0.0009069442749023438] and parameters: {'alpha': 0.00776559996911674}. 
[I 2023-12-30 08:37:31,029] Trial 67 finished with values: [1.1760074220651818e-06, 8.991390284818213e-07, 0.0006399154663085938, 0.000911712646484375] and parameters: {'alpha': 0.04840304147102485}. 
[I 2023-12-30 08:37:31,031] Trial 68 finished with values: [5.01695189764688e-10, 3.8357782505826775e-10, 0.0005698204040527344, 0.00084686279296875] and parameters: {'alpha': 2.0644969016328645e-05}. 
[I 2023-12-30 08:37:31,033] Trial 69 finished with values: [0.0005497460337174908, 0.00042026151578377523, 0.0006570816040039062, 0.0009860992431640625] and parameters: {'alpha': 23.20318234602624}. 
[I 2023-12-30 08:37:31,036] Trial 70 finished with values: [2.1086777587128907e-06, 1.6122307631172284e-06, 0.0008919239044189453, 0.0012087821960449219] and parameters: {'alpha': 0.08679457217430024}. 
[I 2023-12-30 08:37:31,038] Trial 71 finished with values: [5.162841587573697e-08, 3.947347307242666e-08, 0.0007901191711425781, 0.0011048316955566406] and parameters: {'alpha': 0.002124848577763679}. 
[I 2023-12-30 08:37:31,041] Trial 72 finished with values: [0.000733690942714406, 0.0005608355000754428, 0.0006978511810302734, 0.0009870529174804688] and parameters: {'alpha': 31.219297447447442}. 
[I 2023-12-30 08:37:31,044] Trial 73 finished with values: [4.940091930134528e-10, 3.7770386929203423e-10, 0.0012259483337402344, 0.0015978813171386719] and parameters: {'alpha': 2.0326393548503978e-05}. 
[I 2023-12-30 08:37:31,047] Trial 74 finished with values: [2.9225686469780687e-06, 2.2345078143559683e-06, 0.000823974609375, 0.0011718273162841797] and parameters: {'alpha': 0.12029962852352202}. 
[I 2023-12-30 08:37:31,050] Trial 75 finished with values: [0.0006628673870059729, 0.0005067092688583719, 0.0011739730834960938, 0.0015518665313720703] and parameters: {'alpha': 28.11795337321912}. 
[I 2023-12-30 08:37:31,053] Trial 76 finished with values: [4.6285960741054774e-05, 3.538993593074635e-05, 0.0009958744049072266, 0.0014069080352783203] and parameters: {'alpha': 1.9092281336763872}. 
[I 2023-12-30 08:37:31,055] Trial 77 finished with values: [0.00034763007551368556, 0.0002657859018943709, 0.0007910728454589844, 0.0012621879577636719] and parameters: {'alpha': 14.54046731961366}. 
[I 2023-12-30 08:37:31,058] Trial 78 finished with values: [1.2622608735200252e-09, 9.650871035660202e-10, 0.0006070137023925781, 0.0008909702301025391] and parameters: {'alpha': 5.194504235841846e-05}. 
[I 2023-12-30 08:37:31,060] Trial 79 finished with values: [3.7161656052405964e-10, 2.841255375418683e-10, 0.0007338523864746094, 0.001049041748046875] and parameters: {'alpha': 1.5293440241545964e-05}. 
[I 2023-12-30 08:37:31,063] Trial 80 finished with values: [8.772874875675538e-06, 6.70750486456706e-06, 0.0008292198181152344, 0.001135110855102539] and parameters: {'alpha': 0.3612143696036969}. 
[I 2023-12-30 08:37:31,066] Trial 81 finished with values: [1.5837588223691485e-06, 1.2108934276455762e-06, 0.0008671283721923828, 0.0012142658233642578] and parameters: {'alpha': 0.06518689066258405}. 
[I 2023-12-30 08:37:31,069] Trial 82 finished with values: [7.483226752894729e-06, 5.721468094690429e-06, 0.0009238719940185547, 0.001318216323852539] and parameters: {'alpha': 0.3080951035679001}. 
[I 2023-12-30 08:37:31,072] Trial 83 finished with values: [5.721822460653864e-07, 4.3747278140826574e-07, 0.0009191036224365234, 0.0012731552124023438] and parameters: {'alpha': 0.023549637127360655}. 
[I 2023-12-30 08:37:31,074] Trial 84 finished with values: [1.4144945694539384e-06, 1.0814790790114603e-06, 0.0008730888366699219, 0.001249074935913086] and parameters: {'alpha': 0.058219566756330825}. 
[I 2023-12-30 08:37:31,077] Trial 85 finished with values: [3.131010493757753e-06, 2.39387640287525e-06, 0.0009288787841796875, 0.001277923583984375] and parameters: {'alpha': 0.1288808806273814}. 
[I 2023-12-30 08:37:31,080] Trial 86 finished with values: [0.0012985977671224737, 0.0009923886070152654, 0.0006268024444580078, 0.0009059906005859375] and parameters: {'alpha': 56.630670831049926}. 
[I 2023-12-30 08:37:31,082] Trial 87 finished with values: [6.127142110114313e-07, 4.684622676487393e-07, 0.0007359981536865234, 0.0010819435119628906] and parameters: {'alpha': 0.025217884110986015}. 
[I 2023-12-30 08:37:31,085] Trial 88 finished with values: [6.088608068464497e-08, 4.655159608790704e-08, 0.0009000301361083984, 0.001271963119506836] and parameters: {'alpha': 0.0025058568927145823}. 
[I 2023-12-30 08:37:31,087] Trial 89 finished with values: [3.5368406294755696e-09, 2.7041557770779432e-09, 0.0006132125854492188, 0.0009300708770751953] and parameters: {'alpha': 0.00014555734556804067}. 
[I 2023-12-30 08:37:31,090] Trial 90 finished with values: [1.5340505786886685e-08, 1.1728873917649096e-08, 0.0008709430694580078, 0.0012078285217285156] and parameters: {'alpha': 0.0006313605270548652}. 
[I 2023-12-30 08:37:31,092] Trial 91 finished with values: [0.0002755829554265809, 0.0002107082115224068, 0.0007860660552978516, 0.0011470317840576172] and parameters: {'alpha': 11.489338931790792}. 
[I 2023-12-30 08:37:31,094] Trial 92 finished with values: [3.288571725353582e-09, 2.5143366344515526e-09, 0.0006346702575683594, 0.0009069442749023438] and parameters: {'alpha': 0.0001353408966173088}. 
[I 2023-12-30 08:37:31,096] Trial 93 finished with values: [7.087299702800698e-06, 5.418751348673645e-06, 0.00049591064453125, 0.0007619857788085938] and parameters: {'alpha': 0.2917886064993369}. 
[I 2023-12-30 08:37:31,098] Trial 94 finished with values: [7.86163249886071e-09, 6.010760374985935e-09, 0.0006761550903320312, 0.0009789466857910156] and parameters: {'alpha': 0.0003235574428388557}. 
[I 2023-12-30 08:37:31,100] Trial 95 finished with values: [3.681362702555005e-09, 2.814653964344771e-09, 0.0007510185241699219, 0.0010988712310791016] and parameters: {'alpha': 0.0001515083457348949}. 
[I 2023-12-30 08:37:31,102] Trial 96 finished with values: [1.1669050984504423e-07, 8.921791740057472e-08, 0.0006573200225830078, 0.0009751319885253906] and parameters: {'alpha': 0.004802593738967681}. 
[I 2023-12-30 08:37:31,105] Trial 97 finished with values: [1.2641115151872197e-07, 9.665001895031721e-08, 0.0007712841033935547, 0.0010471343994140625] and parameters: {'alpha': 0.005202653151047746}. 
[I 2023-12-30 08:37:31,106] Trial 98 finished with values: [0.0007442454210731335, 0.0005689012790727244, 0.0004990100860595703, 0.0007600784301757812] and parameters: {'alpha': 31.683078237068862}. 
[I 2023-12-30 08:37:31,109] Trial 99 finished with values: [6.936767952129744e-07, 5.303637695752706e-07, 0.0006220340728759766, 0.0008969306945800781] and parameters: {'alpha': 0.028550222092783083}. 
[I 2023-12-30 08:37:31,113] A new study created in memory with name: no-name-e033edaa-325c-425d-aecb-bf5572cd66b2
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 408us/step
[I 2023-12-30 08:37:32,220] Trial 0 finished with values: [20.57682739772458, 15.988454548716545, 1.0739479064941406, 0.032888174057006836] and parameters: {'n_units_1': 34, 'n_units_2': 20, 'learning_rate': 0.0034283184153768138}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 411us/step
[I 2023-12-30 08:37:33,203] Trial 1 finished with values: [26.25498543860643, 21.123369097709656, 0.9493551254272461, 0.032852888107299805] and parameters: {'n_units_1': 89, 'n_units_2': 37, 'learning_rate': 0.00046836517608171756}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 434us/step
[I 2023-12-30 08:37:34,255] Trial 2 finished with values: [28.95896795541143, 22.73242043018341, 1.0152268409729004, 0.035894155502319336] and parameters: {'n_units_1': 97, 'n_units_2': 91, 'learning_rate': 0.0002708120975454904}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 402us/step
[I 2023-12-30 08:37:35,312] Trial 3 finished with values: [158.76408531448396, 118.42661170482636, 1.0225939750671387, 0.03356528282165527] and parameters: {'n_units_1': 21, 'n_units_2': 54, 'learning_rate': 0.00021897985588264712}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 391us/step
[I 2023-12-30 08:37:36,480] Trial 4 finished with values: [256.6533852695953, 196.6611247125268, 1.1350162029266357, 0.03251481056213379] and parameters: {'n_units_1': 61, 'n_units_2': 45, 'learning_rate': 1.1095932844932462e-05}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 408us/step
[I 2023-12-30 08:37:37,454] Trial 5 finished with values: [12.500753447437383, 9.440492966175078, 0.9396982192993164, 0.033247947692871094] and parameters: {'n_units_1': 55, 'n_units_2': 17, 'learning_rate': 0.005763760245276177}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 431us/step
[I 2023-12-30 08:37:38,484] Trial 6 finished with values: [23.427621886294236, 18.31968725681305, 0.9951488971710205, 0.03431415557861328] and parameters: {'n_units_1': 39, 'n_units_2': 82, 'learning_rate': 0.0014446162832356326}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 439us/step
[I 2023-12-30 08:37:39,519] Trial 7 finished with values: [23.601519136940247, 18.85914514541626, 0.9986522197723389, 0.03575778007507324] and parameters: {'n_units_1': 51, 'n_units_2': 59, 'learning_rate': 0.0012357927752555504}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 423us/step
[I 2023-12-30 08:37:40,521] Trial 8 finished with values: [254.55030073878072, 194.68713974833489, 0.9672188758850098, 0.033303022384643555] and parameters: {'n_units_1': 26, 'n_units_2': 16, 'learning_rate': 6.0407349298132484e-05}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 422us/step
[I 2023-12-30 08:37:41,566] Trial 9 finished with values: [33.29654784173698, 26.9124107170105, 1.0121071338653564, 0.03256988525390625] and parameters: {'n_units_1': 98, 'n_units_2': 85, 'learning_rate': 0.0002132137073999671}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 414us/step
[I 2023-12-30 08:37:42,583] Trial 10 finished with values: [256.3205664027579, 196.47118757888674, 0.9828660488128662, 0.03291010856628418] and parameters: {'n_units_1': 90, 'n_units_2': 71, 'learning_rate': 1.2475675197986816e-05}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 436us/step
[I 2023-12-30 08:37:43,711] Trial 11 finished with values: [25.785316791100932, 20.643176469802857, 1.0925092697143555, 0.03513193130493164] and parameters: {'n_units_1': 94, 'n_units_2': 32, 'learning_rate': 0.0005988013596080852}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 439us/step
[I 2023-12-30 08:37:44,809] Trial 12 finished with values: [17.29189350397901, 13.578830122500658, 1.0623807907104492, 0.03507804870605469] and parameters: {'n_units_1': 18, 'n_units_2': 30, 'learning_rate': 0.005517524099004246}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 470us/step
[I 2023-12-30 08:37:45,877] Trial 13 finished with values: [31.27924068368931, 24.881707983016966, 1.028681993484497, 0.03853797912597656] and parameters: {'n_units_1': 90, 'n_units_2': 94, 'learning_rate': 0.0002459046535125254}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 508us/step
[I 2023-12-30 08:37:47,152] Trial 14 finished with values: [195.70974121428998, 146.33288548231124, 1.2349269390106201, 0.03815197944641113] and parameters: {'n_units_1': 98, 'n_units_2': 11, 'learning_rate': 0.00018268269219371948}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 743us/step
[I 2023-12-30 08:37:48,342] Trial 15 finished with values: [28.203895263774545, 22.931021814346312, 1.1486058235168457, 0.040015220642089844] and parameters: {'n_units_1': 53, 'n_units_2': 99, 'learning_rate': 0.00034786854952637095}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 475us/step
[I 2023-12-30 08:37:49,530] Trial 16 finished with values: [233.93982676238676, 177.64198811888696, 1.1449589729309082, 0.04214286804199219] and parameters: {'n_units_1': 25, 'n_units_2': 30, 'learning_rate': 0.00013564164945695082}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 422us/step
[I 2023-12-30 08:37:50,576] Trial 17 finished with values: [252.70668922203077, 192.5131836259365, 1.0125679969787598, 0.03276801109313965] and parameters: {'n_units_1': 88, 'n_units_2': 74, 'learning_rate': 2.987565810653764e-05}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 398us/step
[I 2023-12-30 08:37:51,608] Trial 18 finished with values: [256.1079504253558, 196.2945141386986, 0.998460054397583, 0.03290104866027832] and parameters: {'n_units_1': 99, 'n_units_2': 82, 'learning_rate': 1.0149229973844571e-05}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 414us/step
[I 2023-12-30 08:37:52,626] Trial 19 finished with values: [26.094916746280415, 21.00233639717102, 0.9843189716339111, 0.03300309181213379] and parameters: {'n_units_1': 82, 'n_units_2': 65, 'learning_rate': 0.0005967625096276487}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 407us/step
[I 2023-12-30 08:37:53,612] Trial 20 finished with values: [248.1659510808138, 188.81321439504623, 0.9517810344696045, 0.033445119857788086] and parameters: {'n_units_1': 16, 'n_units_2': 60, 'learning_rate': 8.525560402665218e-05}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 428us/step
[I 2023-12-30 08:37:54,583] Trial 21 finished with values: [27.765057313325222, 21.63554072380066, 0.9370651245117188, 0.03390812873840332] and parameters: {'n_units_1': 37, 'n_units_2': 28, 'learning_rate': 0.0005182791382833605}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 421us/step
[I 2023-12-30 08:37:55,590] Trial 22 finished with values: [22.950685200584388, 18.297038474082946, 0.9719600677490234, 0.033873796463012695] and parameters: {'n_units_1': 88, 'n_units_2': 32, 'learning_rate': 0.0011177677276115474}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 414us/step
[I 2023-12-30 08:37:56,852] Trial 23 finished with values: [254.88664606890373, 194.92009953320027, 1.0055100917816162, 0.25573110580444336] and parameters: {'n_units_1': 62, 'n_units_2': 97, 'learning_rate': 1.923122380778688e-05}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 413us/step
[I 2023-12-30 08:37:57,840] Trial 24 finished with values: [255.24269307471522, 195.2640237826109, 0.9547750949859619, 0.03270101547241211] and parameters: {'n_units_1': 15, 'n_units_2': 85, 'learning_rate': 4.410045186080278e-05}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 426us/step
[I 2023-12-30 08:37:58,880] Trial 25 finished with values: [222.25749636853297, 165.99113807201385, 1.0059587955474854, 0.03286242485046387] and parameters: {'n_units_1': 89, 'n_units_2': 54, 'learning_rate': 8.896616984880603e-05}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 437us/step
[I 2023-12-30 08:37:59,968] Trial 26 finished with values: [13.028427748102123, 10.40209966659546, 1.0534160137176514, 0.034422874450683594] and parameters: {'n_units_1': 90, 'n_units_2': 94, 'learning_rate': 0.0023532420389803946}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 404us/step
[I 2023-12-30 08:38:00,965] Trial 27 finished with values: [256.9771669758444, 197.22432331874035, 0.962627649307251, 0.03308892250061035] and parameters: {'n_units_1': 58, 'n_units_2': 39, 'learning_rate': 1.1616461801153844e-05}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 380us/step
[I 2023-12-30 08:38:01,956] Trial 28 finished with values: [24.99669031587824, 19.773269486427306, 0.9573159217834473, 0.03303194046020508] and parameters: {'n_units_1': 36, 'n_units_2': 54, 'learning_rate': 0.0012211235227110968}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 401us/step
[I 2023-12-30 08:38:02,941] Trial 29 finished with values: [16.82578469386724, 13.129275195896625, 0.9505598545074463, 0.03373003005981445] and parameters: {'n_units_1': 29, 'n_units_2': 78, 'learning_rate': 0.0036313605634899025}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 409us/step
[I 2023-12-30 08:38:03,927] Trial 30 finished with values: [21.780666247720692, 16.938395560979842, 0.9523389339447021, 0.033296823501586914] and parameters: {'n_units_1': 22, 'n_units_2': 59, 'learning_rate': 0.002615809585269296}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 419us/step
[I 2023-12-30 08:38:04,910] Trial 31 finished with values: [257.3119227700339, 197.6980585844349, 0.9485430717468262, 0.032901763916015625] and parameters: {'n_units_1': 17, 'n_units_2': 56, 'learning_rate': 1.3477553999339411e-05}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 416us/step
[I 2023-12-30 08:38:05,919] Trial 32 finished with values: [5.60303720862417, 4.602137795686722, 0.9751570224761963, 0.03313803672790527] and parameters: {'n_units_1': 59, 'n_units_2': 85, 'learning_rate': 0.007883228523520915}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 435us/step
[I 2023-12-30 08:38:06,903] Trial 33 finished with values: [255.87346777096212, 195.72415079772472, 0.9497640132904053, 0.033351898193359375] and parameters: {'n_units_1': 18, 'n_units_2': 96, 'learning_rate': 3.885426611466786e-05}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 401us/step
[I 2023-12-30 08:38:07,899] Trial 34 finished with values: [67.75845810503671, 54.8109845495224, 0.9623298645019531, 0.033616065979003906] and parameters: {'n_units_1': 39, 'n_units_2': 100, 'learning_rate': 0.00021446567259623823}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 419us/step
[I 2023-12-30 08:38:08,877] Trial 35 finished with values: [254.47699456372675, 194.7486815607548, 0.9441900253295898, 0.03313422203063965] and parameters: {'n_units_1': 41, 'n_units_2': 26, 'learning_rate': 3.578567217170384e-05}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 398us/step
[I 2023-12-30 08:38:09,854] Trial 36 finished with values: [19.35090091915837, 15.378992624282837, 0.9434788227081299, 0.03285384178161621] and parameters: {'n_units_1': 12, 'n_units_2': 75, 'learning_rate': 0.004953725804965506}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 411us/step
[I 2023-12-30 08:38:10,857] Trial 37 finished with values: [30.86969899717728, 25.196697659492493, 0.9682459831237793, 0.03373384475708008] and parameters: {'n_units_1': 91, 'n_units_2': 32, 'learning_rate': 0.00029766109299141514}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 434us/step
[I 2023-12-30 08:38:11,862] Trial 38 finished with values: [21.462223974019647, 16.907105236053468, 0.970566987991333, 0.03368091583251953] and parameters: {'n_units_1': 29, 'n_units_2': 67, 'learning_rate': 0.0018388284115827289}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 437us/step
[I 2023-12-30 08:38:12,869] Trial 39 finished with values: [29.434111916663937, 23.71120970249176, 0.9714279174804688, 0.03467702865600586] and parameters: {'n_units_1': 35, 'n_units_2': 97, 'learning_rate': 0.0004794890163236311}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 404us/step
[I 2023-12-30 08:38:13,860] Trial 40 finished with values: [257.64168911767865, 197.99237778288312, 0.9568440914154053, 0.03304600715637207] and parameters: {'n_units_1': 29, 'n_units_2': 15, 'learning_rate': 1.2599476246244837e-05}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 426us/step
[I 2023-12-30 08:38:14,899] Trial 41 finished with values: [137.82428498483674, 100.52259609222412, 1.0036537647247314, 0.034156084060668945] and parameters: {'n_units_1': 68, 'n_units_2': 44, 'learning_rate': 0.00018541080138285496}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 398us/step
[I 2023-12-30 08:38:15,950] Trial 42 finished with values: [190.72481327740275, 139.34728578090667, 1.0174047946929932, 0.033467769622802734] and parameters: {'n_units_1': 21, 'n_units_2': 99, 'learning_rate': 0.0001615164837396604}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 391us/step
[I 2023-12-30 08:38:16,949] Trial 43 finished with values: [238.745746326616, 180.8513373374939, 0.9646100997924805, 0.03292989730834961] and parameters: {'n_units_1': 52, 'n_units_2': 10, 'learning_rate': 0.00013597083507959907}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 411us/step
[I 2023-12-30 08:38:17,921] Trial 44 finished with values: [8.730266527819136, 6.604854919910431, 0.9390971660614014, 0.03284096717834473] and parameters: {'n_units_1': 60, 'n_units_2': 10, 'learning_rate': 0.006743495703858823}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 424us/step
[I 2023-12-30 08:38:19,121] Trial 45 finished with values: [6.4125319420066775, 5.204276995658875, 0.9665157794952393, 0.23250198364257812] and parameters: {'n_units_1': 84, 'n_units_2': 56, 'learning_rate': 0.0065721470515877605}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 418us/step
[I 2023-12-30 08:38:20,104] Trial 46 finished with values: [20.86950610739892, 16.331101922988893, 0.949962854385376, 0.03230118751525879] and parameters: {'n_units_1': 64, 'n_units_2': 46, 'learning_rate': 0.0016884888229620634}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 406us/step
[I 2023-12-30 08:38:21,104] Trial 47 finished with values: [121.60710295584443, 89.97181350708007, 0.9668169021606445, 0.032402753829956055] and parameters: {'n_units_1': 52, 'n_units_2': 78, 'learning_rate': 0.0001597748845898124}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 410us/step
[I 2023-12-30 08:38:22,084] Trial 48 finished with values: [16.39960295311487, 12.757352970838546, 0.946707010269165, 0.03291821479797363] and parameters: {'n_units_1': 32, 'n_units_2': 66, 'learning_rate': 0.003943080632191332}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 416us/step
[I 2023-12-30 08:38:23,065] Trial 49 finished with values: [16.500860439102464, 12.944101012945175, 0.9470531940460205, 0.033212900161743164] and parameters: {'n_units_1': 17, 'n_units_2': 87, 'learning_rate': 0.005404666342641551}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 397us/step
[I 2023-12-30 08:38:24,050] Trial 50 finished with values: [6.031980977864674, 4.735092148780823, 0.9506340026855469, 0.033013105392456055] and parameters: {'n_units_1': 99, 'n_units_2': 13, 'learning_rate': 0.005404666342641551}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 402us/step
[I 2023-12-30 08:38:25,037] Trial 51 finished with values: [21.967284602330505, 17.618893542289733, 0.952599048614502, 0.033509016036987305] and parameters: {'n_units_1': 88, 'n_units_2': 32, 'learning_rate': 0.0011177677276115474}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 409us/step
[I 2023-12-30 08:38:26,021] Trial 52 finished with values: [8.602309493648828, 6.8779604268074035, 0.9503061771392822, 0.03336787223815918] and parameters: {'n_units_1': 90, 'n_units_2': 29, 'learning_rate': 0.003943080632191332}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 444us/step
[I 2023-12-30 08:38:27,016] Trial 53 finished with values: [238.84219108960954, 180.32004570960999, 0.9594039916992188, 0.03515195846557617] and parameters: {'n_units_1': 22, 'n_units_2': 90, 'learning_rate': 8.518380218206432e-05}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 416us/step
[I 2023-12-30 08:38:28,036] Trial 54 finished with values: [251.05035065657322, 190.69232914686202, 0.9849536418914795, 0.03351092338562012] and parameters: {'n_units_1': 62, 'n_units_2': 97, 'learning_rate': 3.885426611466786e-05}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 416us/step
[I 2023-12-30 08:38:29,043] Trial 55 finished with values: [22.728254453313387, 17.71166494190693, 0.973945140838623, 0.03274083137512207] and parameters: {'n_units_1': 12, 'n_units_2': 44, 'learning_rate': 0.0035851012240257023}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 403us/step
[I 2023-12-30 08:38:30,045] Trial 56 finished with values: [22.852272905165965, 18.14482800960541, 0.9671659469604492, 0.03406405448913574] and parameters: {'n_units_1': 50, 'n_units_2': 78, 'learning_rate': 0.0010863386691512401}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 487us/step
[I 2023-12-30 08:38:31,028] Trial 57 finished with values: [255.6286465042887, 195.90604236401617, 0.9456768035888672, 0.036448001861572266] and parameters: {'n_units_1': 48, 'n_units_2': 19, 'learning_rate': 3.6041658296052424e-05}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 408us/step
[I 2023-12-30 08:38:32,076] Trial 58 finished with values: [21.366026347436627, 16.507308225631714, 1.014758825302124, 0.03300905227661133] and parameters: {'n_units_1': 73, 'n_units_2': 60, 'learning_rate': 0.0013989747943223714}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 411us/step
[I 2023-12-30 08:38:33,090] Trial 59 finished with values: [254.36952857188032, 194.31500708401202, 0.9794259071350098, 0.0337979793548584] and parameters: {'n_units_1': 62, 'n_units_2': 97, 'learning_rate': 1.923122380778688e-05}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 419us/step
[I 2023-12-30 08:38:34,060] Trial 60 finished with values: [249.15247257394745, 190.1025459200144, 0.9358057975769043, 0.03286409378051758] and parameters: {'n_units_1': 29, 'n_units_2': 10, 'learning_rate': 0.00013597083507959907}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 408us/step
[I 2023-12-30 08:38:35,073] Trial 61 finished with values: [244.04882476583776, 184.79527558088301, 0.9793610572814941, 0.032707929611206055] and parameters: {'n_units_1': 59, 'n_units_2': 66, 'learning_rate': 6.450621079179638e-05}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 400us/step
[I 2023-12-30 08:38:36,076] Trial 62 finished with values: [62.41446129310524, 49.86645201683044, 0.9694399833679199, 0.03289508819580078] and parameters: {'n_units_1': 47, 'n_units_2': 85, 'learning_rate': 0.0002132137073999671}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 425us/step
[I 2023-12-30 08:38:37,107] Trial 63 finished with values: [251.08584386990836, 190.86557193875313, 0.9962730407714844, 0.034407854080200195] and parameters: {'n_units_1': 94, 'n_units_2': 59, 'learning_rate': 3.54044022806575e-05}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 424us/step
[I 2023-12-30 08:38:38,186] Trial 64 finished with values: [256.24806633289774, 196.39856698334216, 1.044600009918213, 0.033926963806152344] and parameters: {'n_units_1': 98, 'n_units_2': 55, 'learning_rate': 1.4787058549211077e-05}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 438us/step
[I 2023-12-30 08:38:39,201] Trial 65 finished with values: [27.341100353829777, 21.866058936119078, 0.9805319309234619, 0.0329737663269043] and parameters: {'n_units_1': 59, 'n_units_2': 85, 'learning_rate': 0.0004281576017267898}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 423us/step
[I 2023-12-30 08:38:40,213] Trial 66 finished with values: [14.143170277601756, 10.78632736325264, 0.9786891937255859, 0.03323173522949219] and parameters: {'n_units_1': 38, 'n_units_2': 30, 'learning_rate': 0.005517524099004246}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 410us/step
[I 2023-12-30 08:38:41,196] Trial 67 finished with values: [12.33830737271763, 9.703181675672532, 0.9485561847686768, 0.03357100486755371] and parameters: {'n_units_1': 32, 'n_units_2': 40, 'learning_rate': 0.005404666342641551}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 427us/step
[I 2023-12-30 08:38:42,191] Trial 68 finished with values: [256.7586166565347, 196.9410084150359, 0.9595539569854736, 0.034363746643066406] and parameters: {'n_units_1': 47, 'n_units_2': 54, 'learning_rate': 1.3477553999339411e-05}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 577us/step
[I 2023-12-30 08:38:43,286] Trial 69 finished with values: [256.1283682783739, 196.24328980356455, 1.0395750999450684, 0.05320000648498535] and parameters: {'n_units_1': 90, 'n_units_2': 52, 'learning_rate': 1.2475675197986816e-05}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 464us/step
[I 2023-12-30 08:38:44,463] Trial 70 finished with values: [23.87258078973015, 18.855862131118773, 1.1385750770568848, 0.0364689826965332] and parameters: {'n_units_1': 37, 'n_units_2': 26, 'learning_rate': 0.0016884888229620634}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 431us/step
[I 2023-12-30 08:38:45,971] Trial 71 finished with values: [255.5390296706863, 195.37568508803844, 1.4729011058807373, 0.03476977348327637] and parameters: {'n_units_1': 85, 'n_units_2': 74, 'learning_rate': 2.3343584664049745e-05}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 608us/step
[I 2023-12-30 08:38:47,184] Trial 72 finished with values: [253.0137728224892, 193.17246935606002, 1.1717157363891602, 0.04027414321899414] and parameters: {'n_units_1': 39, 'n_units_2': 47, 'learning_rate': 4.622916632003143e-05}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 737us/step
[I 2023-12-30 08:38:48,423] Trial 73 finished with values: [257.28071937081023, 197.6831969951233, 1.1957743167877197, 0.04156374931335449] and parameters: {'n_units_1': 29, 'n_units_2': 15, 'learning_rate': 1.2599476246244837e-05}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 517us/step
[I 2023-12-30 08:38:49,615] Trial 74 finished with values: [40.64139459115412, 32.84328738212585, 1.1522727012634277, 0.0383758544921875] and parameters: {'n_units_1': 17, 'n_units_2': 56, 'learning_rate': 0.0003819354382100191}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 1ms/step
[I 2023-12-30 08:38:50,944] Trial 75 finished with values: [7.49855229361069, 5.6294765889644625, 1.2755179405212402, 0.0521240234375] and parameters: {'n_units_1': 60, 'n_units_2': 93, 'learning_rate': 0.006743495703858823}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 481us/step
[I 2023-12-30 08:38:52,180] Trial 76 finished with values: [29.35689110985782, 23.70049919128418, 1.188709020614624, 0.04608321189880371] and parameters: {'n_units_1': 35, 'n_units_2': 97, 'learning_rate': 0.0004794890163236311}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 433us/step
[I 2023-12-30 08:38:53,518] Trial 77 finished with values: [249.0343708516875, 188.65134289979935, 1.3013689517974854, 0.03526806831359863] and parameters: {'n_units_1': 52, 'n_units_2': 55, 'learning_rate': 5.4211390565227485e-05}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 408us/step
[I 2023-12-30 08:38:54,607] Trial 78 finished with values: [22.85088035517125, 17.915962703227997, 1.0553820133209229, 0.03280377388000488] and parameters: {'n_units_1': 29, 'n_units_2': 67, 'learning_rate': 0.0018388284115827289}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 578us/step
[I 2023-12-30 08:38:55,718] Trial 79 finished with values: [25.369252762859443, 20.329804883003234, 1.0711581707000732, 0.03902482986450195] and parameters: {'n_units_1': 10, 'n_units_2': 59, 'learning_rate': 0.002615809585269296}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 398us/step
[I 2023-12-30 08:38:56,819] Trial 80 finished with values: [23.592179542337774, 18.88397433042526, 1.0670621395111084, 0.03296303749084473] and parameters: {'n_units_1': 29, 'n_units_2': 28, 'learning_rate': 0.0018388284115827289}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 399us/step
[I 2023-12-30 08:38:57,903] Trial 81 finished with values: [244.30219709058434, 184.7086428332329, 1.049699068069458, 0.03410005569458008] and parameters: {'n_units_1': 84, 'n_units_2': 85, 'learning_rate': 4.410045186080278e-05}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 505us/step
[I 2023-12-30 08:38:58,945] Trial 82 finished with values: [256.80153620718016, 197.01929599653, 1.0070090293884277, 0.03404402732849121] and parameters: {'n_units_1': 75, 'n_units_2': 34, 'learning_rate': 1.098758957102858e-05}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 442us/step
[I 2023-12-30 08:38:59,981] Trial 83 finished with values: [14.765240243367783, 11.683005107045174, 0.999521017074585, 0.03541088104248047] and parameters: {'n_units_1': 22, 'n_units_2': 30, 'learning_rate': 0.005517524099004246}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 419us/step
[I 2023-12-30 08:39:00,996] Trial 84 finished with values: [14.649820827868492, 11.553529563546181, 0.9798741340637207, 0.03407907485961914] and parameters: {'n_units_1': 55, 'n_units_2': 26, 'learning_rate': 0.004316343682322796}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 395us/step
[I 2023-12-30 08:39:02,016] Trial 85 finished with values: [19.280037588490327, 15.000125651359559, 0.9858241081237793, 0.03388524055480957] and parameters: {'n_units_1': 34, 'n_units_2': 20, 'learning_rate': 0.0034283184153768138}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 469us/step
[I 2023-12-30 08:39:03,100] Trial 86 finished with values: [257.40352848960606, 197.88539947007783, 1.0394392013549805, 0.04355883598327637] and parameters: {'n_units_1': 17, 'n_units_2': 23, 'learning_rate': 1.0862548542275808e-05}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 402us/step
[I 2023-12-30 08:39:04,188] Trial 87 finished with values: [8.80311369725183, 7.129648785591126, 1.0546019077301025, 0.032553911209106445] and parameters: {'n_units_1': 88, 'n_units_2': 66, 'learning_rate': 0.003943080632191332}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 408us/step
[I 2023-12-30 08:39:05,275] Trial 88 finished with values: [26.70297233297885, 21.44604583263397, 1.0528860092163086, 0.032872915267944336] and parameters: {'n_units_1': 90, 'n_units_2': 94, 'learning_rate': 0.00032520384974416624}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 502us/step
[I 2023-12-30 08:39:06,592] Trial 89 finished with values: [24.078336872907833, 19.109816870689393, 1.26715087890625, 0.049514055252075195] and parameters: {'n_units_1': 59, 'n_units_2': 85, 'learning_rate': 0.000820252437687421}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 653us/step
[I 2023-12-30 08:39:07,836] Trial 90 finished with values: [5.187508985929027, 4.094492747783661, 1.2006947994232178, 0.04131293296813965] and parameters: {'n_units_1': 59, 'n_units_2': 65, 'learning_rate': 0.007883228523520915}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 432us/step
[I 2023-12-30 08:39:08,997] Trial 91 finished with values: [144.19521703083686, 103.22226232528686, 1.1235101222991943, 0.03634786605834961] and parameters: {'n_units_1': 58, 'n_units_2': 85, 'learning_rate': 0.0001555573051613544}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 411us/step
[I 2023-12-30 08:39:10,057] Trial 92 finished with values: [33.00830038850699, 27.271377058029174, 1.0253190994262695, 0.03368496894836426] and parameters: {'n_units_1': 98, 'n_units_2': 83, 'learning_rate': 0.0002132137073999671}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 400us/step
[I 2023-12-30 08:39:11,048] Trial 93 finished with values: [11.582929893709846, 8.958648509979248, 0.9580838680267334, 0.03284001350402832] and parameters: {'n_units_1': 29, 'n_units_2': 43, 'learning_rate': 0.0065721470515877605}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 421us/step
[I 2023-12-30 08:39:12,086] Trial 94 finished with values: [29.238646452332333, 23.040267162322998, 1.002650260925293, 0.0338287353515625] and parameters: {'n_units_1': 97, 'n_units_2': 82, 'learning_rate': 0.0002708120975454904}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 406us/step
[I 2023-12-30 08:39:13,101] Trial 95 finished with values: [194.8880021092051, 143.49608296871185, 0.981022834777832, 0.03331255912780762] and parameters: {'n_units_1': 52, 'n_units_2': 82, 'learning_rate': 0.0001131785763224023}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 412us/step
[I 2023-12-30 08:39:14,077] Trial 96 finished with values: [26.984919927017817, 21.500177631378175, 0.941992998123169, 0.032855987548828125] and parameters: {'n_units_1': 20, 'n_units_2': 32, 'learning_rate': 0.0011177677276115474}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 404us/step
[I 2023-12-30 08:39:15,062] Trial 97 finished with values: [27.40177571347873, 21.704026741981508, 0.9512341022491455, 0.033841848373413086] and parameters: {'n_units_1': 60, 'n_units_2': 32, 'learning_rate': 0.0004704934288386214}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 414us/step
[I 2023-12-30 08:39:16,118] Trial 98 finished with values: [41.93779227174204, 34.08312047958374, 1.0209851264953613, 0.033555030822753906] and parameters: {'n_units_1': 83, 'n_units_2': 67, 'learning_rate': 0.0002132137073999671}. 
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 391us/step
[I 2023-12-30 08:39:17,106] Trial 99 finished with values: [256.46211057220376, 196.349267129004, 0.9544088840484619, 0.0330810546875] and parameters: {'n_units_1': 18, 'n_units_2': 60, 'learning_rate': 3.885426611466786e-05}. 
Best Lasso Params: {'alpha': 0.000833544273271815}
Best Lasso Alpha: 0.000833544273271815
Lasso RMSE: 0.00015816173620398247
Lasso MAE: 0.00012751851735658625
Lasso Training Time: 0.0013608932495117188
Lasso Testing Time: 0.0016448497772216797
Best Ridge Params: {'alpha': 5.1483044568434455e-05}
Best Ridge Alpha: 5.1483044568434455e-05
Ridge RMSE: 1.2510663282724594e-09
Ridge MAE: 9.56521504225094e-10
Ridge Training Time: 0.0005078315734863281
Ridge Testing Time: 0.0007829666137695312
Best Neural Network Params: {'n_units_1': 37, 'n_units_2': 28, 'learning_rate': 0.0005182791382833605}
Best Neural Network RMSE: 27.765057313325222
Best Neural Network MAE: 21.63554072380066
Neural Network Training Time: 0.9370651245117188
Neural Network Testing Time: 0.03390812873840332
In [39]:
# Print results for Lasso Regression
print(f"Optimized Lasso Regression RMSE: {lasso_rmse}")
print(f"Optimized Lasso Regression MAE: {lasso_mae}")
print(f"Best Lasso Hyperparameters: {best_lasso_params}")
print(f"Lasso Training Time: {lasso_training_time} seconds")
print(f"Lasso Testing Time: {lasso_testing_time} seconds")
print()

# Print results for Ridge Regression
print(f"Optimized Ridge Regression RMSE: {ridge_rmse}")
print(f"Optimized Ridge Regression MAE: {ridge_mae}")
print(f"Best Ridge Hyperparameters: {best_ridge_params}")
print(f"Ridge Training Time: {ridge_training_time} seconds")
print(f"Ridge Testing Time: {ridge_testing_time} seconds")
print()

# Print results for Neural Network
print(f"Optimized Neural Network RMSE: {best_nn_rmse}")
print(f"Optimized Neural Network MAE: {best_nn_mae}")
print(f"Best Neural Network Hyperparameters: {best_nn_params}")
print(f"Neural Network Training Time: {nn_training_time} seconds")
print(f"Neural Network Testing Time: {nn_testing_time} seconds")
Optimized Lasso Regression RMSE: 0.00015816173620398247
Optimized Lasso Regression MAE: 0.00012751851735658625
Best Lasso Hyperparameters: {'alpha': 0.000833544273271815}
Lasso Training Time: 0.0013608932495117188 seconds
Lasso Testing Time: 0.0016448497772216797 seconds

Optimized Ridge Regression RMSE: 1.2510663282724594e-09
Optimized Ridge Regression MAE: 9.56521504225094e-10
Best Ridge Hyperparameters: {'alpha': 5.1483044568434455e-05}
Ridge Training Time: 0.0005078315734863281 seconds
Ridge Testing Time: 0.0007829666137695312 seconds

Optimized Neural Network RMSE: 27.765057313325222
Optimized Neural Network MAE: 21.63554072380066
Best Neural Network Hyperparameters: {'n_units_1': 37, 'n_units_2': 28, 'learning_rate': 0.0005182791382833605}
Neural Network Training Time: 0.9370651245117188 seconds
Neural Network Testing Time: 0.03390812873840332 seconds
In [40]:
# Visualize optimization history for Lasso
plt.figure(figsize=(10, 5))
for objective in lasso_study.directions:
    trials = lasso_study.get_trials(deepcopy=False, states=[optuna.trial.TrialState.COMPLETE])
    objective_values = [trial.values[objective] for trial in trials]
    plt.plot(np.arange(len(objective_values)) + 1, objective_values, label=objective)

plt.xlabel('Number of Trials')
plt.ylabel('Objective Value')
plt.title('Optimization History - Lasso Study')
plt.legend()
plt.show()

# Visualize optimization history for Ridge
plt.figure(figsize=(10, 5))
for objective in ridge_study.directions:
    trials = ridge_study.get_trials(deepcopy=False, states=[optuna.trial.TrialState.COMPLETE])
    objective_values = [trial.values[objective] for trial in trials]
    plt.plot(np.arange(len(objective_values)) + 1, objective_values, label=objective)

plt.xlabel('Number of Trials')
plt.ylabel('Objective Value')
plt.title('Optimization History - Ridge Study')
plt.legend()
plt.show()

# Visualize optimization history for Neural Network
plt.figure(figsize=(10, 5))
for objective in nn_study.directions:
    trials = nn_study.get_trials(deepcopy=False, states=[optuna.trial.TrialState.COMPLETE])
    objective_values = [trial.values[objective] for trial in trials]
    plt.plot(np.arange(len(objective_values)) + 1, objective_values, label=objective)

plt.xlabel('Number of Trials')
plt.ylabel('Objective Value')
plt.title('Optimization History - Neural Network Study')
plt.legend()
plt.show()

Particle swarm optimisation¶

In [41]:
# PSO optimisation
import numpy as np
import pyswarms as ps
from sklearn.linear_model import Lasso, Ridge
from sklearn.neural_network import MLPRegressor
from sklearn.metrics import mean_squared_error, mean_absolute_error
from sklearn.model_selection import train_test_split
import time

# Assuming X and y are your features and target variable
# Replace these with your actual data
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)

# Define the objective functions for optimization

# Lasso
def lasso_objective(params):
    alpha = params[0][0]  # Extract alpha from params
    # Clip alpha to ensure it is within the acceptable range
    alpha = np.clip(alpha, 0.0, np.inf)
    lasso_model = Lasso(alpha=alpha)
    lasso_model.fit(X_train, y_train)
    y_pred = lasso_model.predict(X_test)
    rmse = mean_squared_error(y_test, y_pred, squared=False)
    mae = mean_absolute_error(y_test, y_pred)
    # Return the sum of RMSE and MAE as the overall performance
    return rmse + mae

# Ridge Regression
def ridge_objective(params):
    alpha = params[0][0]   # Extract alpha from params
    # Clip alpha to ensure it is within the acceptable range
    alpha = np.clip(alpha, 0.0, np.inf)
    
    ridge_model = Ridge(alpha=alpha)
    ridge_model.fit(X_train, y_train)
    y_pred = ridge_model.predict(X_test)
    rmse = mean_squared_error(y_test, y_pred, squared=False)
    mae = mean_absolute_error(y_test, y_pred)
    # Return the sum of RMSE and MAE as the overall performance
    return rmse + mae

def nn_objective(params):
    # Assuming params contains hyperparameters for the neural network
    hidden_layer_sizes = tuple(np.maximum(params[0].astype(int), 1)) 
    hidden_layer_sizes = tuple(int(size) for size in hidden_layer_sizes)
    nn_model = MLPRegressor(hidden_layer_sizes=hidden_layer_sizes, max_iter=1000)
    nn_model.fit(X_train, y_train)
    y_pred = nn_model.predict(X_test)
    rmse = mean_squared_error(y_test, y_pred, squared=False)
    mae = mean_absolute_error(y_test, y_pred)
    # Return the sum of RMSE and MAE as the overall performance
    return rmse + mae


# Set up PSO options
options = {'c1': 0.5, 'c2': 0.3, 'w': 0.9}

# Lasso Optimization
start_time = time.time()
dimensions_lasso = (1)  # Only one parameter, alpha
center_lasso = [0.5]  # Set the center as a scalar
optimizer_lasso = ps.single.GlobalBestPSO(n_particles=10, dimensions=dimensions_lasso, options=options, center=center_lasso)
best_params_lasso = optimizer_lasso.optimize(lasso_objective, iters=100)
lasso_training_time = time.time() - start_time

# Ridge Optimization
start_time = time.time()
dimensions_ridge = (1)  # Only one parameter, alpha
center_ridge = [0.5]  # Set the center as a scalar
optimizer_ridge = ps.single.GlobalBestPSO(n_particles=10, dimensions=dimensions_ridge, options=options, center=center_ridge)
best_params_ridge = optimizer_ridge.optimize(ridge_objective, iters=100)
ridge_training_time = time.time() - start_time

# Neural Network Optimization
start_time = time.time()
dimensions_nn = (3)  # Example: Three hidden layers
center_nn = [0.5]  # Set the center as a scalar
optimizer_nn = ps.single.GlobalBestPSO(n_particles=10, dimensions=dimensions_nn, options=options, center=center_nn)
best_params_nn = optimizer_nn.optimize(nn_objective, iters=100)
nn_training_time = time.time() - start_time

# Extract best hyperparameters
best_alpha_lasso = best_params_lasso[0]
best_alpha_ridge = best_params_ridge[0]
if hasattr(best_params_nn[0], '__iter__'):
    best_hidden_layer_sizes_nn = tuple(max(1, int(param)) for param in best_params_nn[0])
else:
    best_hidden_layer_sizes_nn = (max(1, int(best_params_nn[0])),)
    
# Train final models with best hyperparameters
start_time = time.time()
final_lasso_model = Lasso(alpha=best_alpha_lasso)
final_lasso_model.fit(X_train, y_train)
lasso_testing_time = time.time() - start_time

start_time = time.time()
final_ridge_model = Ridge(alpha=np.clip(best_alpha_ridge, 0.0, np.inf))
final_ridge_model.fit(X_train, y_train)
ridge_testing_time = time.time() - start_time

start_time = time.time()
final_nn_model = MLPRegressor(hidden_layer_sizes=best_hidden_layer_sizes_nn, max_iter=1000)
final_nn_model.fit(X_train, y_train)
nn_testing_time = time.time() - start_time

# Evaluate final models on test set
y_pred_lasso = final_lasso_model.predict(X_test)
rmse_lasso, mae_lasso = mean_squared_error(y_test, y_pred_lasso, squared=False), mean_absolute_error(y_test, y_pred_lasso)

y_pred_ridge = final_ridge_model.predict(X_test)
rmse_ridge, mae_ridge = mean_squared_error(y_test, y_pred_ridge, squared=False), mean_absolute_error(y_test, y_pred_ridge)

y_pred_nn = final_nn_model.predict(X_test)
rmse_nn, mae_nn = mean_squared_error(y_test, y_pred_nn, squared=False), mean_absolute_error(y_test, y_pred_nn)

# Print results
print(f"Optimal alpha for Lasso: {best_alpha_lasso}")
print(f"RMSE for Lasso on test set: {rmse_lasso}")
print(f"MAE for Lasso on test set: {mae_lasso}")
print(f"Training time for Lasso: {lasso_training_time:.4f} seconds")
print(f"Testing time for Lasso: {lasso_testing_time:.4f} seconds")

print(f"\nOptimal alpha for Ridge: {best_alpha_ridge}")
print(f"RMSE for Ridge on test set: {rmse_ridge}")
print(f"MAE for Ridge on test set: {mae_ridge}")
print(f"Training time for Ridge: {ridge_training_time:.4f} seconds")
print(f"Testing time for Ridge: {ridge_testing_time:.4f} seconds")

print(f"\nOptimal hidden layer sizes for Neural Network: {best_hidden_layer_sizes_nn}")
print(f"RMSE for Neural Network on test set: {rmse_nn}")
print(f"MAE for Neural Network on test set: {mae_nn}")
print(f"Training time for Neural Network: {nn_training_time:.4f} seconds")
print(f"Testing time for Neural Network: {nn_testing_time:.4f} seconds")
2023-12-30 08:39:17,795 - pyswarms.single.global_best - INFO - Optimize for 100 iters with {'c1': 0.5, 'c2': 0.3, 'w': 0.9}
pyswarms.single.global_best: 100%|██████████████████|100/100, best_cost=0.000291
2023-12-30 08:39:18,165 - pyswarms.single.global_best - INFO - Optimization finished | best cost: 0.0002910831221491977, best pos: [0.02644065]
2023-12-30 08:39:18,169 - pyswarms.single.global_best - INFO - Optimize for 100 iters with {'c1': 0.5, 'c2': 0.3, 'w': 0.9}
pyswarms.single.global_best: 100%|███████████████████|100/100, best_cost=7.5e-14
2023-12-30 08:39:18,375 - pyswarms.single.global_best - INFO - Optimization finished | best cost: 7.495241532995202e-14, best pos: [-0.07835082]
2023-12-30 08:39:18,379 - pyswarms.single.global_best - INFO - Optimize for 100 iters with {'c1': 0.5, 'c2': 0.3, 'w': 0.9}
pyswarms.single.global_best: 100%|██████████████████████|100/100, best_cost=1.78
2023-12-30 08:40:04,046 - pyswarms.single.global_best - INFO - Optimization finished | best cost: 1.7795664510366784, best pos: [0.53655398 1.45171559 0.82629599]
Optimal alpha for Lasso: 0.0002910831221491977
RMSE for Lasso on test set: 0.00046688392048485454
MAE for Lasso on test set: 0.00034570927003580554
Training time for Lasso: 0.3725 seconds
Testing time for Lasso: 0.0017 seconds

Optimal alpha for Ridge: 7.495241532995202e-14
RMSE for Ridge on test set: 4.4930211430477556e-14
MAE for Ridge on test set: 2.886912930932794e-14
Training time for Ridge: 0.2105 seconds
Testing time for Ridge: 0.0009 seconds

Optimal hidden layer sizes for Neural Network: (1,)
RMSE for Neural Network on test set: 255.47658001067737
MAE for Neural Network on test set: 195.27426016642298
Training time for Neural Network: 45.6722 seconds
Testing time for Neural Network: 0.2709 seconds

Differential Evolution Optimisation¶

In [42]:
#DE optimisation
import time
import numpy as np
from sklearn.linear_model import Lasso, Ridge
from sklearn.neural_network import MLPRegressor
from sklearn.metrics import mean_squared_error, mean_absolute_error
from sklearn.model_selection import train_test_split
from scipy.optimize import differential_evolution

X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)

# Lasso
def lasso_objective(alpha_array):
    alpha = np.clip(alpha_array[0], 0.0, np.inf)
    lasso_model = Lasso(alpha=alpha)
    start_time = time.time()
    lasso_model.fit(X_train, y_train)
    end_time = time.time()
    training_time = end_time - start_time

    start_time = time.time()
    y_pred = lasso_model.predict(X_test)
    end_time = time.time()
    testing_time = end_time - start_time

    rmse = mean_squared_error(y_test, y_pred, squared=False)
    mae = mean_absolute_error(y_test, y_pred)
    
    print(f"Training time for Lasso: {training_time} seconds")
    print(f"Testing time for Lasso: {testing_time} seconds")
    print(f"RMSE for Lasso: {rmse}")
    print(f"MAE for Lasso: {mae}")
    
    return rmse

# Ridge
def ridge_objective(alpha):
    alpha = np.clip(alpha, 0.0, np.inf)
    ridge_model = Ridge(alpha=alpha)
    start_time = time.time()
    ridge_model.fit(X_train, y_train)
    end_time = time.time()
    training_time = end_time - start_time

    start_time = time.time()
    y_pred = ridge_model.predict(X_test)
    end_time = time.time()
    testing_time = end_time - start_time

    rmse = mean_squared_error(y_test, y_pred, squared=False)
    mae = mean_absolute_error(y_test, y_pred)
    
    print(f"Training time for Ridge: {training_time} seconds")
    print(f"Testing time for Ridge: {testing_time} seconds")
    print(f"RMSE for Ridge: {rmse}")
    print(f"MAE for Ridge: {mae}")
    
    return rmse

# Neural Network
def nn_objective(params):
    hidden_layer_sizes = tuple(np.maximum(params.astype(int), 1))
    nn_model = MLPRegressor(hidden_layer_sizes=hidden_layer_sizes, max_iter=100)
    start_time = time.time()
    nn_model.fit(X_train, y_train)
    end_time = time.time()
    training_time = end_time - start_time

    start_time = time.time()
    y_pred = nn_model.predict(X_test)
    end_time = time.time()
    testing_time = end_time - start_time

    rmse = mean_squared_error(y_test, y_pred, squared=False)
    mae = mean_absolute_error(y_test, y_pred)
    
    print(f"Training time for Neural Network: {training_time} seconds")
    print(f"Testing time for Neural Network: {testing_time} seconds")
    print(f"RMSE for Neural Network: {rmse}")
    print(f"MAE for Neural Network: {mae}")
    
    return rmse

# Differential Evolution Optimization
result_lasso = differential_evolution(lasso_objective, bounds=[(1e-5, 1e2)], maxiter=50)
result_ridge = differential_evolution(ridge_objective, bounds=[(1e-5, 1e2)], maxiter=50)
result_nn = differential_evolution(nn_objective, bounds=[(10, 100), (10, 100), (1e-5, 1e-2)], maxiter=50)

# Extract best hyperparameters
best_alpha_lasso = np.clip(result_lasso.x[0], 0.0, np.inf)
best_alpha_ridge = np.clip(result_ridge.x[0], 0.0, np.inf)
best_hidden_layer_sizes_nn = tuple(np.maximum(result_nn.x[:2].astype(int), 1))
best_learning_rate_nn = result_nn.x[2]

# Train final models with best hyperparameters
final_lasso_model = Lasso(alpha=best_alpha_lasso)
start_time = time.time()
final_lasso_model.fit(X_train, y_train)
end_time = time.time()
training_time_lasso = end_time - start_time

final_ridge_model = Ridge(alpha=best_alpha_ridge)
start_time = time.time()
final_ridge_model.fit(X_train, y_train)
end_time = time.time()
training_time_ridge = end_time - start_time

final_nn_model = MLPRegressor(hidden_layer_sizes=best_hidden_layer_sizes_nn, learning_rate_init=best_learning_rate_nn, max_iter=1000)
start_time = time.time()
final_nn_model.fit(X_train, y_train)
end_time = time.time()
training_time_nn = end_time - start_time

# Evaluate final models on test set
start_time = time.time()
y_pred_lasso = final_lasso_model.predict(X_test)
end_time = time.time()
testing_time_lasso = end_time - start_time
rmse_lasso = mean_squared_error(y_test, y_pred_lasso, squared=False)
mae_lasso = mean_absolute_error(y_test, y_pred_lasso)

start_time = time.time()
y_pred_ridge = final_ridge_model.predict(X_test)
end_time = time.time()
testing_time_ridge = end_time - start_time
rmse_ridge = mean_squared_error(y_test, y_pred_ridge, squared=False)
mae_ridge = mean_absolute_error(y_test, y_pred_ridge)

start_time = time.time()
y_pred_nn = final_nn_model.predict(X_test)
end_time = time.time()
testing_time_nn = end_time - start_time
rmse_nn = mean_squared_error(y_test, y_pred_nn, squared=False)
mae_nn = mean_absolute_error(y_test, y_pred_nn)

# Print results
print(f"\nOptimal alpha for Lasso: {best_alpha_lasso}")
print(f"RMSE for Lasso on test set: {rmse_lasso}")
print(f"MAE for Lasso on test set: {mae_lasso}")
print(f"Training time for Lasso: {training_time_lasso} seconds")
print(f"Testing time for Lasso: {testing_time_lasso} seconds")

print(f"\nOptimal alpha for Ridge: {best_alpha_ridge}")
print(f"RMSE for Ridge on test set: {rmse_ridge}")
print(f"MAE for Ridge on test set: {mae_ridge}")
print(f"Training time for Ridge: {training_time_ridge} seconds")
print(f"Testing time for Ridge: {testing_time_ridge} seconds")

print(f"\nOptimal hidden layer sizes for Neural Network: {best_hidden_layer_sizes_nn}")
print(f"Optimal learning rate for Neural Network: {best_learning_rate_nn}")
print(f"RMSE for Neural Network on test set: {rmse_nn}")
print(f"MAE for Neural Network on test set: {mae_nn}")
print(f"Training time for Neural Network: {training_time_nn} seconds")
print(f"Testing time for Neural Network: {testing_time_nn} seconds")
Training time for Lasso: 0.0014243125915527344 seconds
Testing time for Lasso: 0.0005521774291992188 seconds
RMSE for Lasso: 0.5772088206549966
MAE for Lasso: 0.47707539909619134
Training time for Lasso: 0.0008089542388916016 seconds
Testing time for Lasso: 0.00034618377685546875 seconds
RMSE for Lasso: 0.4302747731129222
MAE for Lasso: 0.35563127547312434
Training time for Lasso: 0.0005948543548583984 seconds
Testing time for Lasso: 0.00028705596923828125 seconds
RMSE for Lasso: 0.2772370198673418
MAE for Lasso: 0.2291423089261935
Training time for Lasso: 0.0006530284881591797 seconds
Testing time for Lasso: 0.0002880096435546875 seconds
RMSE for Lasso: 0.14580083244678008
MAE for Lasso: 0.12050749718130392
Training time for Lasso: 0.0005590915679931641 seconds
Testing time for Lasso: 0.0002918243408203125 seconds
RMSE for Lasso: 0.5242628965919475
MAE for Lasso: 0.4333144638003151
Training time for Lasso: 0.0005619525909423828 seconds
Testing time for Lasso: 0.00026297569274902344 seconds
RMSE for Lasso: 0.5202920638643183
MAE for Lasso: 0.43003248587397436
Training time for Lasso: 0.0005838871002197266 seconds
Testing time for Lasso: 0.00026607513427734375 seconds
RMSE for Lasso: 0.06117102887276853
MAE for Lasso: 0.050559159819289726
Training time for Lasso: 0.0005447864532470703 seconds
Testing time for Lasso: 0.00028324127197265625 seconds
RMSE for Lasso: 0.16443409797521266
MAE for Lasso: 0.1359082884899931
Training time for Lasso: 0.0005199909210205078 seconds
Testing time for Lasso: 0.0002617835998535156 seconds
RMSE for Lasso: 0.33866022033870596
MAE for Lasso: 0.27990989394921933
Training time for Lasso: 0.0005190372467041016 seconds
Testing time for Lasso: 0.0002620220184326172 seconds
RMSE for Lasso: 0.3866530582620341
MAE for Lasso: 0.3195769979273747
Training time for Lasso: 0.0005292892456054688 seconds
Testing time for Lasso: 0.00026488304138183594 seconds
RMSE for Lasso: 0.31177665341111366
MAE for Lasso: 0.2576900525986383
Training time for Lasso: 0.0005509853363037109 seconds
Testing time for Lasso: 0.00025916099548339844 seconds
RMSE for Lasso: 0.08299558329584626
MAE for Lasso: 0.06859761945279892
Training time for Lasso: 0.0006120204925537109 seconds
Testing time for Lasso: 0.0002677440643310547 seconds
RMSE for Lasso: 0.026429962190419487
MAE for Lasso: 0.021844927362307115
Training time for Lasso: 0.0005192756652832031 seconds
Testing time for Lasso: 0.0002608299255371094 seconds
RMSE for Lasso: 0.4450282264887915
MAE for Lasso: 0.3678253193017518
Training time for Lasso: 0.0005230903625488281 seconds
Testing time for Lasso: 0.0002579689025878906 seconds
RMSE for Lasso: 0.20319204797582216
MAE for Lasso: 0.1679425606684897
Training time for Lasso: 0.0005538463592529297 seconds
Testing time for Lasso: 0.00026535987854003906 seconds
RMSE for Lasso: 0.21821126669294308
MAE for Lasso: 0.18035626521904127
Training time for Lasso: 0.000530242919921875 seconds
Testing time for Lasso: 0.00026488304138183594 seconds
RMSE for Lasso: 0.27661125218321436
MAE for Lasso: 0.2286250985909354
Training time for Lasso: 0.000576019287109375 seconds
Testing time for Lasso: 0.0002658367156982422 seconds
RMSE for Lasso: 0.050333893662643896
MAE for Lasso: 0.0416020364690891
Training time for Lasso: 0.0005922317504882812 seconds
Testing time for Lasso: 0.0002810955047607422 seconds
RMSE for Lasso: 0.3310189777330886
MAE for Lasso: 0.27359424398820953
Training time for Lasso: 0.0005609989166259766 seconds
Testing time for Lasso: 0.0002789497375488281 seconds
RMSE for Lasso: 0.5050639968650459
MAE for Lasso: 0.41744616376459076
Training time for Lasso: 0.0005879402160644531 seconds
Testing time for Lasso: 0.00026798248291015625 seconds
RMSE for Lasso: 0.3513796086257359
MAE for Lasso: 0.2904227396060296
Training time for Lasso: 0.0005331039428710938 seconds
Testing time for Lasso: 0.00026488304138183594 seconds
RMSE for Lasso: 0.2805068162688965
MAE for Lasso: 0.2318448653796166
Training time for Lasso: 0.0005230903625488281 seconds
Testing time for Lasso: 0.00030612945556640625 seconds
RMSE for Lasso: 0.45209078135256364
MAE for Lasso: 0.3736626715037663
Training time for Lasso: 0.0005390644073486328 seconds
Testing time for Lasso: 0.0002620220184326172 seconds
RMSE for Lasso: 0.22717071668952182
MAE for Lasso: 0.18776144169910602
Training time for Lasso: 0.0005609989166259766 seconds
Testing time for Lasso: 0.0002620220184326172 seconds
RMSE for Lasso: 0.08418766464453532
MAE for Lasso: 0.0695829001083033
Training time for Lasso: 0.0005438327789306641 seconds
Testing time for Lasso: 0.00026702880859375 seconds
RMSE for Lasso: 0.28100840827041607
MAE for Lasso: 0.23225944186519307
Training time for Lasso: 0.0005650520324707031 seconds
Testing time for Lasso: 0.00026607513427734375 seconds
RMSE for Lasso: 0.1607933891742557
MAE for Lasso: 0.13289916502885238
Training time for Lasso: 0.0007431507110595703 seconds
Testing time for Lasso: 0.0002930164337158203 seconds
RMSE for Lasso: 0.06516504420009096
MAE for Lasso: 0.05386029865863839
Training time for Lasso: 0.0006511211395263672 seconds
Testing time for Lasso: 0.000270843505859375 seconds
RMSE for Lasso: 0.014937912113286716
MAE for Lasso: 0.012346502908637189
Training time for Lasso: 0.0005869865417480469 seconds
Testing time for Lasso: 0.0002658367156982422 seconds
RMSE for Lasso: 0.08490263683943824
MAE for Lasso: 0.07017383987398373
Training time for Lasso: 0.0005891323089599609 seconds
Testing time for Lasso: 0.0002639293670654297 seconds
RMSE for Lasso: 0.05995338321758624
MAE for Lasso: 0.049552749719310805
Training time for Lasso: 0.0005340576171875 seconds
Testing time for Lasso: 0.0002639293670654297 seconds
RMSE for Lasso: 0.20962984001262758
MAE for Lasso: 0.17326353307111006
Training time for Lasso: 0.0005331039428710938 seconds
Testing time for Lasso: 0.00026106834411621094 seconds
RMSE for Lasso: 0.20093660512111053
MAE for Lasso: 0.16607838905234773
Training time for Lasso: 0.0006167888641357422 seconds
Testing time for Lasso: 0.0002613067626953125 seconds
RMSE for Lasso: 0.014066960246627137
MAE for Lasso: 0.011626642618032706
Training time for Lasso: 0.0007040500640869141 seconds
Testing time for Lasso: 0.0003180503845214844 seconds
RMSE for Lasso: 0.4144348346190262
MAE for Lasso: 0.34253922852543517
Training time for Lasso: 0.0006670951843261719 seconds
Testing time for Lasso: 0.0002779960632324219 seconds
RMSE for Lasso: 0.030883247080502507
MAE for Lasso: 0.025525662289079928
Training time for Lasso: 0.0005540847778320312 seconds
Testing time for Lasso: 0.0002689361572265625 seconds
RMSE for Lasso: 0.562355903500566
MAE for Lasso: 0.46479914633354175
Training time for Lasso: 0.0006787776947021484 seconds
Testing time for Lasso: 0.0002620220184326172 seconds
RMSE for Lasso: 0.005034372301364322
MAE for Lasso: 0.004161016063730399
Training time for Lasso: 0.000579833984375 seconds
Testing time for Lasso: 0.0002751350402832031 seconds
RMSE for Lasso: 0.04723298468591845
MAE for Lasso: 0.039039069073770215
Training time for Lasso: 0.0006339550018310547 seconds
Testing time for Lasso: 0.0002651214599609375 seconds
RMSE for Lasso: 0.019245295881682205
MAE for Lasso: 0.015906647447035963
Training time for Lasso: 0.0005412101745605469 seconds
Testing time for Lasso: 0.0002739429473876953 seconds
RMSE for Lasso: 0.14635848545022043
MAE for Lasso: 0.12096840928044697
Training time for Lasso: 0.0006070137023925781 seconds
Testing time for Lasso: 0.0002589225769042969 seconds
RMSE for Lasso: 0.03333478318957432
MAE for Lasso: 0.027551909161580516
Training time for Lasso: 0.0005240440368652344 seconds
Testing time for Lasso: 0.00025916099548339844 seconds
RMSE for Lasso: 0.25949280738110353
MAE for Lasso: 0.21447633891570014
Training time for Lasso: 0.0005099773406982422 seconds
Testing time for Lasso: 0.00026702880859375 seconds
RMSE for Lasso: 0.3915573144503015
MAE for Lasso: 0.323630470248941
Training time for Lasso: 0.000576019287109375 seconds
Testing time for Lasso: 0.0002582073211669922 seconds
RMSE for Lasso: 0.04236737113486281
MAE for Lasso: 0.03501753571590347
Training time for Lasso: 0.0005147457122802734 seconds
Testing time for Lasso: 0.0002582073211669922 seconds
RMSE for Lasso: 0.31623942432063273
MAE for Lasso: 0.2613786279227557
Training time for Lasso: 0.0006139278411865234 seconds
Testing time for Lasso: 0.0002548694610595703 seconds
RMSE for Lasso: 0.02150300274624319
MAE for Lasso: 0.017772690315598073
Training time for Lasso: 0.0005009174346923828 seconds
Testing time for Lasso: 0.0002551078796386719 seconds
RMSE for Lasso: 0.5060559602557824
MAE for Lasso: 0.41826604266038914
Training time for Lasso: 0.0005970001220703125 seconds
Testing time for Lasso: 0.00026416778564453125 seconds
RMSE for Lasso: 0.024520042988013826
MAE for Lasso: 0.02026633841299872
Training time for Lasso: 0.0006320476531982422 seconds
Testing time for Lasso: 0.0002579689025878906 seconds
RMSE for Lasso: 0.01275472313043716
MAE for Lasso: 0.010542050658389424
Training time for Lasso: 0.0005130767822265625 seconds
Testing time for Lasso: 0.00025582313537597656 seconds
RMSE for Lasso: 0.2762277325034907
MAE for Lasso: 0.2283081113971845
Training time for Lasso: 0.0006361007690429688 seconds
Testing time for Lasso: 0.0002560615539550781 seconds
RMSE for Lasso: 0.011175264018037402
MAE for Lasso: 0.009236594020446291
Training time for Lasso: 0.0005860328674316406 seconds
Testing time for Lasso: 0.0002589225769042969 seconds
RMSE for Lasso: 0.02546558628760935
MAE for Lasso: 0.02104785011357329
Training time for Lasso: 0.0007848739624023438 seconds
Testing time for Lasso: 0.00025916099548339844 seconds
RMSE for Lasso: 0.0006083353720371522
MAE for Lasso: 0.000502802157579929
Training time for Lasso: 0.0005550384521484375 seconds
Testing time for Lasso: 0.00025773048400878906 seconds
RMSE for Lasso: 0.0852339569890793
MAE for Lasso: 0.0704476830429777
Training time for Lasso: 0.00051116943359375 seconds
Testing time for Lasso: 0.00026988983154296875 seconds
RMSE for Lasso: 0.585544912670913
MAE for Lasso: 0.48396535691230197
Training time for Lasso: 0.0005950927734375 seconds
Testing time for Lasso: 0.0002598762512207031 seconds
RMSE for Lasso: 0.0442829873326875
MAE for Lasso: 0.03660083335341328
Training time for Lasso: 0.0005223751068115234 seconds
Testing time for Lasso: 0.00025773048400878906 seconds
RMSE for Lasso: 0.27625628171116273
MAE for Lasso: 0.22833170792613408
Training time for Lasso: 0.0006570816040039062 seconds
Testing time for Lasso: 0.0002620220184326172 seconds
RMSE for Lasso: 0.006964083826896233
MAE for Lasso: 0.00575596379016999
Training time for Lasso: 0.000518798828125 seconds
Testing time for Lasso: 0.0002720355987548828 seconds
RMSE for Lasso: 0.5033763425877036
MAE for Lasso: 0.416051281515589
Training time for Lasso: 0.0007007122039794922 seconds
Testing time for Lasso: 0.0002808570861816406 seconds
RMSE for Lasso: 0.0044530755277420574
MAE for Lasso: 0.0036805618843337197
Training time for Lasso: 0.0007259845733642578 seconds
Testing time for Lasso: 0.0003070831298828125 seconds
RMSE for Lasso: 0.0046720067151347884
MAE for Lasso: 0.003861513179360746
Training time for Lasso: 0.0008671283721923828 seconds
Testing time for Lasso: 0.0003478527069091797 seconds
RMSE for Lasso: 0.35574267769219625
MAE for Lasso: 0.2940289092307482
Training time for Lasso: 0.0007760524749755859 seconds
Testing time for Lasso: 0.00037980079650878906 seconds
RMSE for Lasso: 0.18910791901130342
MAE for Lasso: 0.15630172773900397
Training time for Lasso: 0.0006570816040039062 seconds
Testing time for Lasso: 0.0002880096435546875 seconds
RMSE for Lasso: 0.39432455596740557
MAE for Lasso: 0.32591765437351233
Training time for Lasso: 0.0007600784301757812 seconds
Testing time for Lasso: 0.0003058910369873047 seconds
RMSE for Lasso: 0.005596081529604893
MAE for Lasso: 0.004625280719173196
Training time for Lasso: 0.0005457401275634766 seconds
Testing time for Lasso: 0.00026798248291015625 seconds
RMSE for Lasso: 0.5755366641695371
MAE for Lasso: 0.4756933261026676
Training time for Lasso: 0.0007510185241699219 seconds
Testing time for Lasso: 0.00028705596923828125 seconds
RMSE for Lasso: 0.003731104641264173
MAE for Lasso: 0.003083837550820421
Training time for Lasso: 0.0006048679351806641 seconds
Testing time for Lasso: 0.0002791881561279297 seconds
RMSE for Lasso: 0.1415237088061661
MAE for Lasso: 0.11697236328381103
Training time for Lasso: 0.0007517337799072266 seconds
Testing time for Lasso: 0.00029587745666503906 seconds
RMSE for Lasso: 0.0076247858637355035
MAE for Lasso: 0.006302048112913188
Training time for Lasso: 0.0005850791931152344 seconds
Testing time for Lasso: 0.0002789497375488281 seconds
RMSE for Lasso: 0.3229377929560711
MAE for Lasso: 0.26691497244088297
Training time for Lasso: 0.0006101131439208984 seconds
Testing time for Lasso: 0.0003578662872314453 seconds
RMSE for Lasso: 0.47538494913534746
MAE for Lasso: 0.3929157979181792
Training time for Lasso: 0.0011050701141357422 seconds
Testing time for Lasso: 0.0005688667297363281 seconds
RMSE for Lasso: 0.5107781143482026
MAE for Lasso: 0.42216900371645605
Training time for Lasso: 0.0006656646728515625 seconds
Testing time for Lasso: 0.0002970695495605469 seconds
RMSE for Lasso: 0.23872482693005592
MAE for Lasso: 0.1973111602012368
Training time for Lasso: 0.0010197162628173828 seconds
Testing time for Lasso: 0.0002791881561279297 seconds
RMSE for Lasso: 0.0003402709105360059
MAE for Lasso: 0.0002737701909335932
Training time for Lasso: 0.0009868144989013672 seconds
Testing time for Lasso: 0.0003292560577392578 seconds
RMSE for Lasso: 0.0326180662846387
MAE for Lasso: 0.026959527355855696
Training time for Lasso: 0.000614166259765625 seconds
Testing time for Lasso: 0.0002818107604980469 seconds
RMSE for Lasso: 0.11911159161832693
MAE for Lasso: 0.09844827049561122
Training time for Lasso: 0.0009958744049072266 seconds
Testing time for Lasso: 0.0003209114074707031 seconds
RMSE for Lasso: 0.5375720507280062
MAE for Lasso: 0.44431476350794413
Training time for Lasso: 0.0007002353668212891 seconds
Testing time for Lasso: 0.0002827644348144531 seconds
RMSE for Lasso: 0.012750663917527025
MAE for Lasso: 0.010538695632360637
Training time for Lasso: 0.0006148815155029297 seconds
Testing time for Lasso: 0.0002989768981933594 seconds
RMSE for Lasso: 0.22487971978264512
MAE for Lasso: 0.18586788390067313
Training time for Lasso: 0.0006520748138427734 seconds
Testing time for Lasso: 0.0002849102020263672 seconds
RMSE for Lasso: 0.028618104524389124
MAE for Lasso: 0.02365347366288695
Training time for Lasso: 0.0006198883056640625 seconds
Testing time for Lasso: 0.0002760887145996094 seconds
RMSE for Lasso: 0.04270486267035382
MAE for Lasso: 0.03529647966690717
Training time for Lasso: 0.0005528926849365234 seconds
Testing time for Lasso: 0.00027632713317871094 seconds
RMSE for Lasso: 0.5652424900402867
MAE for Lasso: 0.4671849716643141
Training time for Lasso: 0.0006749629974365234 seconds
Testing time for Lasso: 0.0003368854522705078 seconds
RMSE for Lasso: 0.1376075755311474
MAE for Lasso: 0.11373559562150672
Training time for Lasso: 0.0008192062377929688 seconds
Testing time for Lasso: 0.0003008842468261719 seconds
RMSE for Lasso: 0.00279451471737543
MAE for Lasso: 0.002309726006198347
Training time for Lasso: 0.0007929801940917969 seconds
Testing time for Lasso: 0.0002789497375488281 seconds
RMSE for Lasso: 0.001675758417107312
MAE for Lasso: 0.001385050066845608
Training time for Lasso: 0.0006840229034423828 seconds
Testing time for Lasso: 0.0002779960632324219 seconds
RMSE for Lasso: 0.008565845536010436
MAE for Lasso: 0.007079853999896677
Training time for Lasso: 0.0007371902465820312 seconds
Testing time for Lasso: 0.0002810955047607422 seconds
RMSE for Lasso: 0.003598506031081791
MAE for Lasso: 0.0029742419718785974
Training time for Lasso: 0.0007460117340087891 seconds
Testing time for Lasso: 0.0002799034118652344 seconds
RMSE for Lasso: 0.0026999078748236355
MAE for Lasso: 0.0022315314333589886
Training time for Lasso: 0.0017931461334228516 seconds
Testing time for Lasso: 0.0004458427429199219 seconds
RMSE for Lasso: 0.0016697804279344486
MAE for Lasso: 0.0013801091313133417
Training time for Lasso: 0.0011792182922363281 seconds
Testing time for Lasso: 0.00031876564025878906 seconds
RMSE for Lasso: 0.0011501555111073669
MAE for Lasso: 0.0009506280566879588
Training time for Lasso: 0.0005970001220703125 seconds
Testing time for Lasso: 0.0002911090850830078 seconds
RMSE for Lasso: 0.28219407712901917
MAE for Lasso: 0.23323942246090112
Training time for Lasso: 0.0010290145874023438 seconds
Testing time for Lasso: 0.00030994415283203125 seconds
RMSE for Lasso: 0.005220591141234132
MAE for Lasso: 0.004314929905948252
Training time for Lasso: 0.0006048679351806641 seconds
Testing time for Lasso: 0.0002841949462890625 seconds
RMSE for Lasso: 0.3518864649855111
MAE for Lasso: 0.29084166719595783
Training time for Lasso: 0.0008590221405029297 seconds
Testing time for Lasso: 0.00031304359436035156 seconds
RMSE for Lasso: 0.002904136916736335
MAE for Lasso: 0.0024003310916325227
Training time for Lasso: 0.0005950927734375 seconds
Testing time for Lasso: 0.00026607513427734375 seconds
RMSE for Lasso: 0.05214656108882837
MAE for Lasso: 0.04310024475148516
Training time for Lasso: 0.0007407665252685547 seconds
Testing time for Lasso: 0.0002582073211669922 seconds
RMSE for Lasso: 0.0011212157693551706
MAE for Lasso: 0.0009267087429989274
Training time for Lasso: 0.0005230903625488281 seconds
Testing time for Lasso: 0.0002579689025878906 seconds
RMSE for Lasso: 0.2609005433453948
MAE for Lasso: 0.21563986270978483
Training time for Lasso: 0.0005340576171875 seconds
Testing time for Lasso: 0.0002589225769042969 seconds
RMSE for Lasso: 0.38212864265159313
MAE for Lasso: 0.3158374719433862
Training time for Lasso: 0.0006668567657470703 seconds
Testing time for Lasso: 0.0002579689025878906 seconds
RMSE for Lasso: 0.0035834811879727245
MAE for Lasso: 0.002961823618643857
Training time for Lasso: 0.0008089542388916016 seconds
Testing time for Lasso: 0.0002849102020263672 seconds
RMSE for Lasso: 0.0011212157693551706
MAE for Lasso: 0.0009267087429989274
Training time for Lasso: 0.0007307529449462891 seconds
Testing time for Lasso: 0.000263214111328125 seconds
RMSE for Lasso: 0.0018560674052378015
MAE for Lasso: 0.0015340792905715439
Training time for Lasso: 0.0006909370422363281 seconds
Testing time for Lasso: 0.0002899169921875 seconds
RMSE for Lasso: 0.002904136916736335
MAE for Lasso: 0.0024003310916325227
Training time for Lasso: 0.0005228519439697266 seconds
Testing time for Lasso: 0.0002608299255371094 seconds
RMSE for Lasso: 0.37177672487632235
MAE for Lasso: 0.3072813911502256
Training time for Lasso: 0.0005087852478027344 seconds
Testing time for Lasso: 0.0002570152282714844 seconds
RMSE for Lasso: 0.5191914347710289
MAE for Lasso: 0.4291227924577482
Training time for Lasso: 0.0005450248718261719 seconds
Testing time for Lasso: 0.0002579689025878906 seconds
RMSE for Lasso: 0.24721590914838845
MAE for Lasso: 0.20432922072476195
Training time for Lasso: 0.0007648468017578125 seconds
Testing time for Lasso: 0.0002608299255371094 seconds
RMSE for Lasso: 0.0006924273185192368
MAE for Lasso: 0.000572305944586593
Training time for Lasso: 0.0006167888641357422 seconds
Testing time for Lasso: 0.0003762245178222656 seconds
RMSE for Lasso: 0.19724618301681418
MAE for Lasso: 0.16302817648587437
Training time for Lasso: 0.0006072521209716797 seconds
Testing time for Lasso: 0.0002770423889160156 seconds
RMSE for Lasso: 0.3565923203079996
MAE for Lasso: 0.2947311569711133
Training time for Lasso: 0.0005970001220703125 seconds
Testing time for Lasso: 0.00029087066650390625 seconds
RMSE for Lasso: 0.07071668205625486
MAE for Lasso: 0.05844884573396094
Training time for Lasso: 0.0005440711975097656 seconds
Testing time for Lasso: 0.00026988983154296875 seconds
RMSE for Lasso: 0.2413737821437159
MAE for Lasso: 0.1995005781735955
Training time for Lasso: 0.0007359981536865234 seconds
Testing time for Lasso: 0.0002586841583251953 seconds
RMSE for Lasso: 0.0017369235685262571
MAE for Lasso: 0.0014356043688196585
Training time for Lasso: 0.0007848739624023438 seconds
Testing time for Lasso: 0.00025916099548339844 seconds
RMSE for Lasso: 0.0006924273185192368
MAE for Lasso: 0.000572305944586593
Training time for Lasso: 0.0005738735198974609 seconds
Testing time for Lasso: 0.0002579689025878906 seconds
RMSE for Lasso: 0.06037373539348721
MAE for Lasso: 0.049900179756591376
Training time for Lasso: 0.0006010532379150391 seconds
Testing time for Lasso: 0.00027298927307128906 seconds
RMSE for Lasso: 0.39729493898631685
MAE for Lasso: 0.3283727392812797
Training time for Lasso: 0.0005199909210205078 seconds
Testing time for Lasso: 0.0002579689025878906 seconds
RMSE for Lasso: 0.22228128838649813
MAE for Lasso: 0.18372022494089454
Training time for Lasso: 0.0007088184356689453 seconds
Testing time for Lasso: 0.00025916099548339844 seconds
RMSE for Lasso: 0.0020453409172219795
MAE for Lasso: 0.0016905178844344858
Training time for Lasso: 0.0005056858062744141 seconds
Testing time for Lasso: 0.0002541542053222656 seconds
RMSE for Lasso: 0.39467954240097636
MAE for Lasso: 0.3262110582308563
Training time for Lasso: 0.0005118846893310547 seconds
Testing time for Lasso: 0.0002570152282714844 seconds
RMSE for Lasso: 0.3049974597304919
MAE for Lasso: 0.2520869044571005
Training time for Lasso: 0.0006473064422607422 seconds
Testing time for Lasso: 0.0002570152282714844 seconds
RMSE for Lasso: 0.010672701758976052
MAE for Lasso: 0.00882121559632721
Training time for Lasso: 0.0005481243133544922 seconds
Testing time for Lasso: 0.00027179718017578125 seconds
RMSE for Lasso: 0.43198839459599725
MAE for Lasso: 0.3570476201714072
Training time for Lasso: 0.0007522106170654297 seconds
Testing time for Lasso: 0.00026297569274902344 seconds
RMSE for Lasso: 0.0021372675564488718
MAE for Lasso: 0.0017664972120687605
Training time for Lasso: 0.0005130767822265625 seconds
Testing time for Lasso: 0.0002570152282714844 seconds
RMSE for Lasso: 0.3064772673577777
MAE for Lasso: 0.253309997017558
Training time for Lasso: 0.0005140304565429688 seconds
Testing time for Lasso: 0.0002551078796386719 seconds
RMSE for Lasso: 0.39971790133327295
MAE for Lasso: 0.3303753693300619
Training time for Lasso: 0.0006351470947265625 seconds
Testing time for Lasso: 0.0002582073211669922 seconds
RMSE for Lasso: 0.007506140514991307
MAE for Lasso: 0.00620398520208971
Training time for Lasso: 0.0008132457733154297 seconds
Testing time for Lasso: 0.00025391578674316406 seconds
RMSE for Lasso: 0.00022230556385490724
MAE for Lasso: 0.00018374028913277883
Training time for Lasso: 0.0005269050598144531 seconds
Testing time for Lasso: 0.0002548694610595703 seconds
RMSE for Lasso: 0.28593245699674313
MAE for Lasso: 0.23632927314153115
Training time for Lasso: 0.0006999969482421875 seconds
Testing time for Lasso: 0.0002551078796386719 seconds
RMSE for Lasso: 0.0018466988806582056
MAE for Lasso: 0.001526336005226716
Training time for Lasso: 0.0008358955383300781 seconds
Testing time for Lasso: 0.00036716461181640625 seconds
RMSE for Lasso: 0.00022230556385490724
MAE for Lasso: 0.00018374028913277883
Training time for Lasso: 0.0005970001220703125 seconds
Testing time for Lasso: 0.00028204917907714844 seconds
RMSE for Lasso: 0.4464598567148982
MAE for Lasso: 0.3690085922127641
Training time for Lasso: 0.0006551742553710938 seconds
Testing time for Lasso: 0.0002818107604980469 seconds
RMSE for Lasso: 0.05193432411520169
MAE for Lasso: 0.042924826366886853
Training time for Lasso: 0.0008771419525146484 seconds
Testing time for Lasso: 0.0002779960632324219 seconds
RMSE for Lasso: 0.00022230556385490724
MAE for Lasso: 0.00018374028913277883
Training time for Lasso: 0.0009481906890869141 seconds
Testing time for Lasso: 0.0003437995910644531 seconds
RMSE for Lasso: 0.0006061217509265227
MAE for Lasso: 0.0005009725525199016
Training time for Lasso: 0.0005922317504882812 seconds
Testing time for Lasso: 0.00035881996154785156 seconds
RMSE for Lasso: 0.4197401592878352
MAE for Lasso: 0.3469241924988464
Training time for Lasso: 0.0007450580596923828 seconds
Testing time for Lasso: 0.00035309791564941406 seconds
RMSE for Lasso: 0.5268050096645752
MAE for Lasso: 0.4354155744647277
Training time for Lasso: 0.0008890628814697266 seconds
Testing time for Lasso: 0.0002758502960205078 seconds
RMSE for Lasso: 0.00022230556385490724
MAE for Lasso: 0.00018374028913277883
Training time for Lasso: 0.0005359649658203125 seconds
Testing time for Lasso: 0.00026798248291015625 seconds
RMSE for Lasso: 0.4176348124602482
MAE for Lasso: 0.3451840784498772
Training time for Lasso: 0.0005738735198974609 seconds
Testing time for Lasso: 0.0002620220184326172 seconds
RMSE for Lasso: 0.0547126041891648
MAE for Lasso: 0.04522113409410279
Training time for Lasso: 0.0005271434783935547 seconds
Testing time for Lasso: 0.0004470348358154297 seconds
RMSE for Lasso: 0.581445852748556
MAE for Lasso: 0.48057739647510517
Training time for Lasso: 0.0007307529449462891 seconds
Testing time for Lasso: 0.00036716461181640625 seconds
RMSE for Lasso: 0.15599372754734592
MAE for Lasso: 0.12893214234270317
Training time for Lasso: 0.0009839534759521484 seconds
Testing time for Lasso: 0.00034499168395996094 seconds
RMSE for Lasso: 0.0005554268793713945
MAE for Lasso: 0.0004590721601307501
Training time for Lasso: 0.0009889602661132812 seconds
Testing time for Lasso: 0.0003688335418701172 seconds
RMSE for Lasso: 0.0017118135745758328
MAE for Lasso: 0.0014148504233588055
Training time for Lasso: 0.0007228851318359375 seconds
Testing time for Lasso: 0.00029206275939941406 seconds
RMSE for Lasso: 0.009099714818421227
MAE for Lasso: 0.0075211083464263775
Training time for Lasso: 0.0009038448333740234 seconds
Testing time for Lasso: 0.0004317760467529297 seconds
RMSE for Lasso: 0.0005159119839546619
MAE for Lasso: 0.00042641225642295224
Training time for Lasso: 0.0009031295776367188 seconds
Testing time for Lasso: 0.00031185150146484375 seconds
RMSE for Lasso: 0.0008592600276488311
MAE for Lasso: 0.0007101967363447281
Training time for Lasso: 0.000644683837890625 seconds
Testing time for Lasso: 0.0002892017364501953 seconds
RMSE for Lasso: 0.1461291657829767
MAE for Lasso: 0.12077887168529132
Training time for Lasso: 0.0008511543273925781 seconds
Testing time for Lasso: 0.0003027915954589844 seconds
RMSE for Lasso: 0.25791461758846485
MAE for Lasso: 0.2131719313976025
Training time for Lasso: 0.0006561279296875 seconds
Testing time for Lasso: 0.00029921531677246094 seconds
RMSE for Lasso: 0.30730325261781105
MAE for Lasso: 0.2539926914488875
Training time for Lasso: 0.0008611679077148438 seconds
Testing time for Lasso: 0.0002727508544921875 seconds
RMSE for Lasso: 0.0004001070600689826
MAE for Lasso: 0.0003306970173275703
Training time for Lasso: 0.0008940696716308594 seconds
Testing time for Lasso: 0.0002837181091308594 seconds
RMSE for Lasso: 0.00036828452389949743
MAE for Lasso: 0.0003043950125704842
Training time for Lasso: 0.0014328956604003906 seconds
Testing time for Lasso: 0.0008950233459472656 seconds
RMSE for Lasso: 0.00041546688612085803
MAE for Lasso: 0.0003068210075314537
Training time for Lasso: 0.0015101432800292969 seconds
Testing time for Lasso: 0.0005288124084472656 seconds
RMSE for Lasso: 0.0008554124809254515
MAE for Lasso: 0.0007070166569291359
Training time for Lasso: 0.001583099365234375 seconds
Testing time for Lasso: 0.0005619525909423828 seconds
RMSE for Lasso: 0.0004681048699029991
MAE for Lasso: 0.00038689865719072404
Training time for Lasso: 0.0008561611175537109 seconds
Testing time for Lasso: 0.0004439353942871094 seconds
RMSE for Lasso: 0.06393301690372777
MAE for Lasso: 0.052842001825540726
Training time for Lasso: 0.0013010501861572266 seconds
Testing time for Lasso: 0.0003230571746826172 seconds
RMSE for Lasso: 0.0010589344057549785
MAE for Lasso: 0.0008483099380090153
Training time for Lasso: 0.0010371208190917969 seconds
Testing time for Lasso: 0.0003867149353027344 seconds
RMSE for Lasso: 0.0007151937044793024
MAE for Lasso: 0.0005911228480645136
Training time for Lasso: 0.0021088123321533203 seconds
Testing time for Lasso: 0.0003521442413330078 seconds
RMSE for Lasso: 0.0005224552604195867
MAE for Lasso: 0.0004139883710531456
Training time for Lasso: 0.0010809898376464844 seconds
Testing time for Lasso: 0.00273895263671875 seconds
RMSE for Lasso: 0.2219797973679842
MAE for Lasso: 0.1834710361848753
Training time for Lasso: 0.002541065216064453 seconds
Testing time for Lasso: 0.0003871917724609375 seconds
RMSE for Lasso: 0.0002166760621025117
MAE for Lasso: 0.00017908738588522154
Training time for Lasso: 0.0010259151458740234 seconds
Testing time for Lasso: 0.0006389617919921875 seconds
RMSE for Lasso: 0.0009341543282056784
MAE for Lasso: 0.0007433517783426291
Training time for Lasso: 0.0012938976287841797 seconds
Testing time for Lasso: 0.0003261566162109375 seconds
RMSE for Lasso: 0.0002761291951303426
MAE for Lasso: 0.00022229161767762685
Training time for Lasso: 0.0011088848114013672 seconds
Testing time for Lasso: 0.00027680397033691406 seconds
RMSE for Lasso: 0.0002761291951303426
MAE for Lasso: 0.00022229161767762685
Training time for Lasso: 0.0009968280792236328 seconds
Testing time for Lasso: 0.0003120899200439453 seconds
RMSE for Lasso: 0.0013719011012496684
MAE for Lasso: 0.0011045664320121474
Training time for Lasso: 0.0006070137023925781 seconds
Testing time for Lasso: 0.0002911090850830078 seconds
RMSE for Lasso: 0.2894479191182619
MAE for Lasso: 0.23923487755126444
Training time for Lasso: 0.001554250717163086 seconds
Testing time for Lasso: 0.0004909038543701172 seconds
RMSE for Lasso: 0.0005572014217871704
MAE for Lasso: 0.00043648334670842503
Training time for Lasso: 0.00078582763671875 seconds
Testing time for Lasso: 0.00029587745666503906 seconds
RMSE for Lasso: 0.011720688143392586
MAE for Lasso: 0.009687398691074395
Training time for Lasso: 0.000591278076171875 seconds
Testing time for Lasso: 0.0002658367156982422 seconds
RMSE for Lasso: 0.2973433009130285
MAE for Lasso: 0.2457605789715606
Training time for Lasso: 0.0006530284881591797 seconds
Testing time for Lasso: 0.00026226043701171875 seconds
RMSE for Lasso: 0.011921306934809495
MAE for Lasso: 0.009853214400324073
Training time for Lasso: 0.0005650520324707031 seconds
Testing time for Lasso: 0.0002658367156982422 seconds
RMSE for Lasso: 0.3015773900599377
MAE for Lasso: 0.24926014394230286
Training time for Lasso: 0.0008220672607421875 seconds
Testing time for Lasso: 0.0002892017364501953 seconds
RMSE for Lasso: 0.0004634306835451687
MAE for Lasso: 0.00038303534248562145
Training time for Lasso: 0.0014390945434570312 seconds
Testing time for Lasso: 0.0008571147918701172 seconds
RMSE for Lasso: 0.0001874554068246579
MAE for Lasso: 0.00015493589117960616
Training time for Lasso: 0.0009291172027587891 seconds
Testing time for Lasso: 0.00029206275939941406 seconds
RMSE for Lasso: 0.0003507194596529758
MAE for Lasso: 0.00028987711240386905
Training time for Lasso: 0.0005772113800048828 seconds
Testing time for Lasso: 0.0003478527069091797 seconds
RMSE for Lasso: 0.5158813952931844
MAE for Lasso: 0.4263869742435959
Training time for Lasso: 0.0025298595428466797 seconds
Testing time for Lasso: 0.0010981559753417969 seconds
RMSE for Lasso: 0.011573552996324012
MAE for Lasso: 0.009565788354407145
Training time for Lasso: 0.0011148452758789062 seconds
Testing time for Lasso: 0.0003180503845214844 seconds
RMSE for Lasso: 0.0003934367561970244
MAE for Lasso: 0.0003251838689317998
Training time for Lasso: 0.0007879734039306641 seconds
Testing time for Lasso: 0.0003039836883544922 seconds
RMSE for Lasso: 0.011259783927315711
MAE for Lasso: 0.009306451527829567
Training time for Lasso: 0.0005638599395751953 seconds
Testing time for Lasso: 0.00028514862060546875 seconds
RMSE for Lasso: 0.5386818749641019
MAE for Lasso: 0.4452320569057811
Training time for Lasso: 0.0010542869567871094 seconds
Testing time for Lasso: 0.0004067420959472656 seconds
RMSE for Lasso: 0.00025172647594980346
MAE for Lasso: 0.00020805730037451786
Training time for Lasso: 0.0006251335144042969 seconds
Testing time for Lasso: 0.0002899169921875 seconds
RMSE for Lasso: 0.2164144392503515
MAE for Lasso: 0.17887114902087375
Training time for Lasso: 0.0005507469177246094 seconds
Testing time for Lasso: 0.000263214111328125 seconds
RMSE for Lasso: 0.36164819668386855
MAE for Lasso: 0.29890994661098536
Training time for Lasso: 0.0008509159088134766 seconds
Testing time for Lasso: 0.00028514862060546875 seconds
RMSE for Lasso: 0.00016151567726603637
MAE for Lasso: 0.00013349615154212958
Training time for Lasso: 0.0008649826049804688 seconds
Testing time for Lasso: 0.0002799034118652344 seconds
RMSE for Lasso: 0.00019312943009438597
MAE for Lasso: 0.0001596255924019141
Training time for Lasso: 0.001043081283569336 seconds
Testing time for Lasso: 0.00037288665771484375 seconds
RMSE for Lasso: 0.00019312943009438597
MAE for Lasso: 0.0001596255924019141
Training time for Lasso: 0.0011031627655029297 seconds
Testing time for Lasso: 0.0004570484161376953 seconds
RMSE for Lasso: 0.0003331533102144445
MAE for Lasso: 0.0002753583152982486
Training time for Lasso: 0.0013241767883300781 seconds
Testing time for Lasso: 0.0003876686096191406 seconds
RMSE for Lasso: 0.001140368686740884
MAE for Lasso: 0.0009163191164574147
Training time for Lasso: 0.0007560253143310547 seconds
Testing time for Lasso: 0.0003070831298828125 seconds
RMSE for Lasso: 0.10086761434206773
MAE for Lasso: 0.08336923422881594
Training time for Lasso: 0.0009243488311767578 seconds
Testing time for Lasso: 0.0002887248992919922 seconds
RMSE for Lasso: 0.0009758310109872877
MAE for Lasso: 0.0007771309583792974
Training time for Lasso: 0.0014319419860839844 seconds
Testing time for Lasso: 0.0004169940948486328 seconds
RMSE for Lasso: 0.0005302860558840143
MAE for Lasso: 0.0004225257525360526
Training time for Lasso: 0.0006160736083984375 seconds
Testing time for Lasso: 0.00027680397033691406 seconds
RMSE for Lasso: 0.49250978696432907
MAE for Lasso: 0.40706984156645376
Training time for Lasso: 0.0008649826049804688 seconds
Testing time for Lasso: 0.0002770423889160156 seconds
RMSE for Lasso: 0.0003190415344034136
MAE for Lasso: 0.00026369463166522997
Training time for Lasso: 0.0006291866302490234 seconds
Testing time for Lasso: 0.0003859996795654297 seconds
RMSE for Lasso: 0.23115703252287675
MAE for Lasso: 0.1910562167424982
Training time for Lasso: 0.0009322166442871094 seconds
Testing time for Lasso: 0.0003619194030761719 seconds
RMSE for Lasso: 0.00024870690009258886
MAE for Lasso: 0.00020556155653489005
Training time for Lasso: 0.0017740726470947266 seconds
Testing time for Lasso: 0.0009322166442871094 seconds
RMSE for Lasso: 0.00027809570256313783
MAE for Lasso: 0.0002298520284868666
Training time for Lasso: 0.0008749961853027344 seconds
Testing time for Lasso: 0.0007221698760986328 seconds
RMSE for Lasso: 0.4488965830081683
MAE for Lasso: 0.3710225984566904
Training time for Lasso: 0.001194000244140625 seconds
Testing time for Lasso: 0.0003790855407714844 seconds
RMSE for Lasso: 0.00017281204629837073
MAE for Lasso: 0.00014141527259471488
Training time for Lasso: 0.0014619827270507812 seconds
Testing time for Lasso: 0.0010380744934082031 seconds
RMSE for Lasso: 0.0002837599892782172
MAE for Lasso: 0.00023453368224556791
Training time for Lasso: 0.0011751651763916016 seconds
Testing time for Lasso: 0.0004928112030029297 seconds
RMSE for Lasso: 0.0006589332178544326
MAE for Lasso: 0.0005218336580108407
Training time for Lasso: 0.0011630058288574219 seconds
Testing time for Lasso: 0.000392913818359375 seconds
RMSE for Lasso: 0.0006100085880686937
MAE for Lasso: 0.0004747953241998837
Training time for Lasso: 0.002338886260986328 seconds
Testing time for Lasso: 0.0006968975067138672 seconds
RMSE for Lasso: 0.0002135083539458107
MAE for Lasso: 0.0001689107035521409
Training time for Lasso: 0.0012362003326416016 seconds
Testing time for Lasso: 0.00046062469482421875 seconds
RMSE for Lasso: 0.0001646654714259022
MAE for Lasso: 0.0001360995235773421
Training time for Lasso: 0.001402139663696289 seconds
Testing time for Lasso: 0.001898050308227539 seconds
RMSE for Lasso: 0.0006624810578993699
MAE for Lasso: 0.0005300523444557992
Training time for Lasso: 0.0015561580657958984 seconds
Testing time for Lasso: 0.0005598068237304688 seconds
RMSE for Lasso: 0.0006230418140616656
MAE for Lasso: 0.0004926441580295749
Training time for Lasso: 0.0010638236999511719 seconds
Testing time for Lasso: 0.00030112266540527344 seconds
RMSE for Lasso: 0.0013751087872511242
MAE for Lasso: 0.0011054284232641276
Training time for Lasso: 0.0009431838989257812 seconds
Testing time for Lasso: 0.00030803680419921875 seconds
RMSE for Lasso: 0.00033060492328945343
MAE for Lasso: 0.0002459956721993239
Training time for Lasso: 0.0013003349304199219 seconds
Testing time for Lasso: 0.00044798851013183594 seconds
RMSE for Lasso: 0.0001656091017171801
MAE for Lasso: 0.00013687945414035175
Training time for Lasso: 0.0010809898376464844 seconds
Testing time for Lasso: 0.0004191398620605469 seconds
RMSE for Lasso: 0.0001811269311749032
MAE for Lasso: 0.00014970527110078625
Training time for Lasso: 0.0010037422180175781 seconds
Testing time for Lasso: 0.0003330707550048828 seconds
RMSE for Lasso: 0.0001815351311378962
MAE for Lasso: 0.00015004265707017407
Training time for Lasso: 0.0008919239044189453 seconds
Testing time for Lasso: 0.0002739429473876953 seconds
RMSE for Lasso: 0.0002932489230146737
MAE for Lasso: 0.00024237648832694858
Training time for Lasso: 0.000888824462890625 seconds
Testing time for Lasso: 0.0004661083221435547 seconds
RMSE for Lasso: 0.0001656091017171801
MAE for Lasso: 0.00013687945414035175
Training time for Lasso: 0.00115203857421875 seconds
Testing time for Lasso: 0.00031280517578125 seconds
RMSE for Lasso: 0.0007587830367252541
MAE for Lasso: 0.0006011100886286347
Training time for Lasso: 0.001024007797241211 seconds
Testing time for Lasso: 0.0003540515899658203 seconds
RMSE for Lasso: 0.0005202519246294535
MAE for Lasso: 0.00041937401608383774
Training time for Lasso: 0.0009362697601318359 seconds
Testing time for Lasso: 0.0002808570861816406 seconds
RMSE for Lasso: 0.000393180441502538
MAE for Lasso: 0.0003021704492737065
Training time for Lasso: 0.0009419918060302734 seconds
Testing time for Lasso: 0.00034689903259277344 seconds
RMSE for Lasso: 0.00027673281018144
MAE for Lasso: 0.00021101248239016268
Training time for Lasso: 0.0010609626770019531 seconds
Testing time for Lasso: 0.0003719329833984375 seconds
RMSE for Lasso: 0.0003330344372952789
MAE for Lasso: 0.00025725075314130707
Training time for Lasso: 0.0010461807250976562 seconds
Testing time for Lasso: 0.0003299713134765625 seconds
RMSE for Lasso: 0.0005297901336574457
MAE for Lasso: 0.00041424253896089945
Training time for Lasso: 0.001377105712890625 seconds
Testing time for Lasso: 0.00044727325439453125 seconds
RMSE for Lasso: 0.00017044726529635168
MAE for Lasso: 0.0001401804046453281
Training time for Lasso: 0.003676176071166992 seconds
Testing time for Lasso: 0.0017251968383789062 seconds
RMSE for Lasso: 0.0006266902279980358
MAE for Lasso: 0.0004907261683794206
Training time for Lasso: 0.001210927963256836 seconds
Testing time for Lasso: 0.0003452301025390625 seconds
RMSE for Lasso: 0.0006874508046476981
MAE for Lasso: 0.0005404363514355382
Training time for Lasso: 0.001035928726196289 seconds
Testing time for Lasso: 0.0007979869842529297 seconds
RMSE for Lasso: 0.0002361453797346982
MAE for Lasso: 0.00017506564828576932
Training time for Lasso: 0.001302957534790039 seconds
Testing time for Lasso: 0.0003399848937988281 seconds
RMSE for Lasso: 0.0014273018157777277
MAE for Lasso: 0.001148623552413337
Training time for Lasso: 0.0009567737579345703 seconds
Testing time for Lasso: 0.00029015541076660156 seconds
RMSE for Lasso: 0.00016151567726603637
MAE for Lasso: 0.00013349615154212958
Training time for Lasso: 0.0009238719940185547 seconds
Testing time for Lasso: 0.0002701282501220703 seconds
RMSE for Lasso: 0.00016558657507546225
MAE for Lasso: 0.00013686083539030336
Training time for Lasso: 0.0008628368377685547 seconds
Testing time for Lasso: 0.0002601146697998047 seconds
RMSE for Lasso: 0.00079595250735765
MAE for Lasso: 0.0006312492816318171
Training time for Lasso: 0.0009171962738037109 seconds
Testing time for Lasso: 0.00031065940856933594 seconds
RMSE for Lasso: 0.00017014966608739292
MAE for Lasso: 0.0001400230967292182
Training time for Lasso: 0.0009491443634033203 seconds
Testing time for Lasso: 0.0002989768981933594 seconds
RMSE for Lasso: 0.000531230157343419
MAE for Lasso: 0.00041541246749594586
Training time for Lasso: 0.0008862018585205078 seconds
Testing time for Lasso: 0.0002777576446533203 seconds
RMSE for Lasso: 0.00021628343733633767
MAE for Lasso: 0.00017876287314405714
Training time for Lasso: 0.0008661746978759766 seconds
Testing time for Lasso: 0.00027680397033691406 seconds
RMSE for Lasso: 0.0001638504427089391
MAE for Lasso: 0.0001354258849695178
Training time for Lasso: 0.0008769035339355469 seconds
Testing time for Lasso: 0.0002570152282714844 seconds
RMSE for Lasso: 0.00016448048005959093
MAE for Lasso: 0.0001359466242740781
Training time for Lasso: 0.000820159912109375 seconds
Testing time for Lasso: 0.0002617835998535156 seconds
RMSE for Lasso: 0.00041577552979727285
MAE for Lasso: 0.0003141966594423373
Training time for Lasso: 0.0009200572967529297 seconds
Testing time for Lasso: 0.00031685829162597656 seconds
RMSE for Lasso: 0.0005605902638562901
MAE for Lasso: 0.0004370384426243068
Training time for Lasso: 0.0011141300201416016 seconds
Testing time for Lasso: 0.00028705596923828125 seconds
RMSE for Lasso: 0.00016235226111293956
MAE for Lasso: 0.00013418760592686762
Training time for Lasso: 0.0008609294891357422 seconds
Testing time for Lasso: 0.00031113624572753906 seconds
RMSE for Lasso: 0.00016391309248605705
MAE for Lasso: 0.00013547766634361525
Training time for Lasso: 0.0010607242584228516 seconds
Testing time for Lasso: 0.0002911090850830078 seconds
RMSE for Lasso: 0.0001606957911688219
MAE for Lasso: 0.00013281849819536838
Training time for Lasso: 0.0008687973022460938 seconds
Testing time for Lasso: 0.00032210350036621094 seconds
RMSE for Lasso: 0.00023445476298905138
MAE for Lasso: 0.00017373195720119528
Training time for Lasso: 0.0009169578552246094 seconds
Testing time for Lasso: 0.0002739429473876953 seconds
RMSE for Lasso: 0.00017748965427566158
MAE for Lasso: 0.00014379323231167974
Training time for Lasso: 0.0008769035339355469 seconds
Testing time for Lasso: 0.00031495094299316406 seconds
RMSE for Lasso: 0.0003912545864557496
MAE for Lasso: 0.0002940449149516722
Training time for Lasso: 0.0009288787841796875 seconds
Testing time for Lasso: 0.00028014183044433594 seconds
RMSE for Lasso: 0.00023492125857043692
MAE for Lasso: 0.000174096494382755
Training time for Lasso: 0.0008730888366699219 seconds
Testing time for Lasso: 0.00032806396484375 seconds
RMSE for Lasso: 0.00016137855356155456
MAE for Lasso: 0.00013338281587114143
Training time for Lasso: 0.0009200572967529297 seconds
Testing time for Lasso: 0.0002880096435546875 seconds
RMSE for Lasso: 0.000163638292099001
MAE for Lasso: 0.00013525053796272334
Training time for Lasso: 0.0009191036224365234 seconds
Testing time for Lasso: 0.0002696514129638672 seconds
RMSE for Lasso: 0.00016085304649773326
MAE for Lasso: 0.00013294847308119472
Training time for Lasso: 0.0008437633514404297 seconds
Testing time for Lasso: 0.0002560615539550781 seconds
RMSE for Lasso: 0.0009212272906430815
MAE for Lasso: 0.0007346607586781995
Training time for Lasso: 0.0008308887481689453 seconds
Testing time for Lasso: 0.00025200843811035156 seconds
RMSE for Lasso: 0.0001613480471788628
MAE for Lasso: 0.000133357601698203
Training time for Lasso: 0.0008180141448974609 seconds
Testing time for Lasso: 0.0002522468566894531 seconds
RMSE for Lasso: 0.00016231539735596089
MAE for Lasso: 0.00013515537726600192
Training time for Lasso: 0.0008301734924316406 seconds
Testing time for Lasso: 0.00026988983154296875 seconds
RMSE for Lasso: 0.00016078852346639366
MAE for Lasso: 0.00013289514341346953
Training time for Lasso: 0.00084686279296875 seconds
Testing time for Lasso: 0.00025916099548339844 seconds
RMSE for Lasso: 0.00015953361938880918
MAE for Lasso: 0.0001318579384390317
Training time for Lasso: 0.0009002685546875 seconds
Testing time for Lasso: 0.0002579689025878906 seconds
RMSE for Lasso: 0.000160884159819566
MAE for Lasso: 0.00013297418889927527
Training time for Lasso: 0.0008518695831298828 seconds
Testing time for Lasso: 0.00025916099548339844 seconds
RMSE for Lasso: 0.0001602736269792805
MAE for Lasso: 0.0001324695704893619
Training time for Lasso: 0.0008320808410644531 seconds
Testing time for Lasso: 0.00024890899658203125 seconds
RMSE for Lasso: 0.00015915455675495497
MAE for Lasso: 0.00013200190495579744
Training time for Lasso: 0.0008211135864257812 seconds
Testing time for Lasso: 0.00025272369384765625 seconds
RMSE for Lasso: 0.00016100000700059383
MAE for Lasso: 0.00013306993906748277
Training time for Lasso: 0.000823974609375 seconds
Testing time for Lasso: 0.0002529621124267578 seconds
RMSE for Lasso: 0.00015913380632014953
MAE for Lasso: 0.00013215009698658298
Training time for Lasso: 0.0008411407470703125 seconds
Testing time for Lasso: 0.0002601146697998047 seconds
RMSE for Lasso: 0.00015946530516591412
MAE for Lasso: 0.00013180147527338648
Training time for Lasso: 0.0008938312530517578 seconds
Testing time for Lasso: 0.00024509429931640625 seconds
RMSE for Lasso: 0.00016074771713022473
MAE for Lasso: 0.00013286141611499548
Training time for Lasso: 0.0008180141448974609 seconds
Testing time for Lasso: 0.00024890899658203125 seconds
RMSE for Lasso: 0.00015936539596539116
MAE for Lasso: 0.00013171889819221016
Training time for Lasso: 0.0008320808410644531 seconds
Testing time for Lasso: 0.0002491474151611328 seconds
RMSE for Lasso: 0.00016005072002343293
MAE for Lasso: 0.00013228533313815348
Training time for Lasso: 0.0008261203765869141 seconds
Testing time for Lasso: 0.00024700164794921875 seconds
RMSE for Lasso: 0.0001591365646033028
MAE for Lasso: 0.00013220229661699225
Training time for Lasso: 0.0008549690246582031 seconds
Testing time for Lasso: 0.0002548694610595703 seconds
RMSE for Lasso: 0.00015913380632014953
MAE for Lasso: 0.00013215009698658298
Training time for Lasso: 0.0008959770202636719 seconds
Testing time for Lasso: 0.0002980232238769531 seconds
RMSE for Lasso: 0.00015913380605328577
MAE for Lasso: 0.0001321499663836434
Training time for Lasso: 0.0008981227874755859 seconds
Testing time for Lasso: 0.0002529621124267578 seconds
RMSE for Lasso: 0.00015924986255646124
MAE for Lasso: 0.00013180143376331665
Training time for Lasso: 0.0008339881896972656 seconds
Testing time for Lasso: 0.0002491474151611328 seconds
RMSE for Lasso: 0.00015924994987973417
MAE for Lasso: 0.0001318013031311538
Training time for Lasso: 0.0008451938629150391 seconds
Testing time for Lasso: 0.00025081634521484375 seconds
RMSE for Lasso: 0.00015913380468118206
MAE for Lasso: 0.00013214903282850022
Training time for Lasso: 0.0008449554443359375 seconds
Testing time for Lasso: 0.0002682209014892578 seconds
RMSE for Lasso: 0.00015913380479231433
MAE for Lasso: 0.00013214890230967891
Training time for Ridge: 0.0007300376892089844 seconds
Testing time for Ridge: 0.0002758502960205078 seconds
RMSE for Ridge: 0.0011839576532684738
MAE for Ridge: 0.0009048397569682465
Training time for Ridge: 0.0004658699035644531 seconds
Testing time for Ridge: 0.0002791881561279297 seconds
RMSE for Ridge: 0.0013812338990148608
MAE for Ridge: 0.0010554934816206984
Training time for Ridge: 0.00044798851013183594 seconds
Testing time for Ridge: 0.0002548694610595703 seconds
RMSE for Ridge: 0.002185818326487373
MAE for Ridge: 0.0016694580383963286
Training time for Ridge: 0.0004298686981201172 seconds
Testing time for Ridge: 0.00025200843811035156 seconds
RMSE for Ridge: 0.0008403506382793158
MAE for Ridge: 0.0006423405568076091
Training time for Ridge: 0.0004360675811767578 seconds
Testing time for Ridge: 0.00028514862060546875 seconds
RMSE for Ridge: 0.002016560445676425
MAE for Ridge: 0.0015403597939313684
Training time for Ridge: 0.0004429817199707031 seconds
Testing time for Ridge: 0.0002551078796386719 seconds
RMSE for Ridge: 0.0003510556616706533
MAE for Ridge: 0.0002684044992962431
Training time for Ridge: 0.00043511390686035156 seconds
Testing time for Ridge: 0.00026416778564453125 seconds
RMSE for Ridge: 0.0015535842505280451
MAE for Ridge: 0.0011870839986978842
Training time for Ridge: 0.0007648468017578125 seconds
Testing time for Ridge: 0.00043511390686035156 seconds
RMSE for Ridge: 0.0009597788173176521
MAE for Ridge: 0.0007335926044630392
Training time for Ridge: 0.0005350112915039062 seconds
Testing time for Ridge: 0.00028204917907714844 seconds
RMSE for Ridge: 0.0007609324950117497
MAE for Ridge: 0.0005816534078312041
Training time for Ridge: 0.0005927085876464844 seconds
Testing time for Ridge: 0.0003552436828613281 seconds
RMSE for Ridge: 0.00015181473055506052
MAE for Ridge: 0.00011607942363876744
Training time for Ridge: 0.0008521080017089844 seconds
Testing time for Ridge: 0.0005922317504882812 seconds
RMSE for Ridge: 0.00047983533089664577
MAE for Ridge: 0.00036683565394411753
Training time for Ridge: 0.0005869865417480469 seconds
Testing time for Ridge: 0.0002751350402832031 seconds
RMSE for Ridge: 0.0018711442364720882
MAE for Ridge: 0.00142943258150801
Training time for Ridge: 0.0004661083221435547 seconds
Testing time for Ridge: 0.0002741813659667969 seconds
RMSE for Ridge: 0.0012888942685934316
MAE for Ridge: 0.0009849788396833281
Training time for Ridge: 0.0006392002105712891 seconds
Testing time for Ridge: 0.0002980232238769531 seconds
RMSE for Ridge: 0.0017779791637681712
MAE for Ridge: 0.0013583487838816522
Training time for Ridge: 0.00047016143798828125 seconds
Testing time for Ridge: 0.0002617835998535156 seconds
RMSE for Ridge: 0.00031895648962591074
MAE for Ridge: 0.0002438665924552774
Training time for Ridge: 0.0004642009735107422 seconds
Testing time for Ridge: 0.0002770423889160156 seconds
RMSE for Ridge: 0.00024802135514574107
MAE for Ridge: 0.0001896367555094447
Training time for Ridge: 0.0005748271942138672 seconds
Testing time for Ridge: 0.0002570152282714844 seconds
RMSE for Ridge: 0.000673393819143652
MAE for Ridge: 0.0005147542709866504
Training time for Ridge: 0.0005400180816650391 seconds
Testing time for Ridge: 0.0002658367156982422 seconds
RMSE for Ridge: 0.0011353288680312666
MAE for Ridge: 0.0008676978417135716
Training time for Ridge: 0.0005738735198974609 seconds
Testing time for Ridge: 0.00030803680419921875 seconds
RMSE for Ridge: 0.0005910216244011437
MAE for Ridge: 0.00045180107803530765
Training time for Ridge: 0.0004851818084716797 seconds
Testing time for Ridge: 0.0002887248992919922 seconds
RMSE for Ridge: 0.0016014674555924352
MAE for Ridge: 0.0012236359952030752
Training time for Ridge: 0.0008261203765869141 seconds
Testing time for Ridge: 0.00034689903259277344 seconds
RMSE for Ridge: 0.0013852185894486625
MAE for Ridge: 0.0010585362513412565
Training time for Ridge: 0.0005810260772705078 seconds
Testing time for Ridge: 0.0002980232238769531 seconds
RMSE for Ridge: 0.0005776149205093949
MAE for Ridge: 0.0004415570017853354
Training time for Ridge: 0.0006108283996582031 seconds
Testing time for Ridge: 0.0002951622009277344 seconds
RMSE for Ridge: 0.001674921440113459
MAE for Ridge: 0.001279701291633991
Training time for Ridge: 0.0006439685821533203 seconds
Testing time for Ridge: 0.0003120899200439453 seconds
RMSE for Ridge: 4.0633711578737186e-05
MAE for Ridge: 3.1068163136700466e-05
Training time for Ridge: 0.0008687973022460938 seconds
Testing time for Ridge: 0.0005900859832763672 seconds
RMSE for Ridge: 0.0008582329952882114
MAE for Ridge: 0.0006560048975611587
Training time for Ridge: 0.0013518333435058594 seconds
Testing time for Ridge: 0.0005292892456054688 seconds
RMSE for Ridge: 0.001023516000363367
MAE for Ridge: 0.0007822863820405379
Training time for Ridge: 0.0005743503570556641 seconds
Testing time for Ridge: 0.00027489662170410156 seconds
RMSE for Ridge: 0.0014668667201148545
MAE for Ridge: 0.0011208795362215175
Training time for Ridge: 0.0005419254302978516 seconds
Testing time for Ridge: 0.0002970695495605469 seconds
RMSE for Ridge: 0.0012796977711876435
MAE for Ridge: 0.0009779561163231621
Training time for Ridge: 0.0004799365997314453 seconds
Testing time for Ridge: 0.0002601146697998047 seconds
RMSE for Ridge: 0.0001376922545765022
MAE for Ridge: 0.0001052811954552002
Training time for Ridge: 0.00043511390686035156 seconds
Testing time for Ridge: 0.00024890899658203125 seconds
RMSE for Ridge: 0.0016178925339285092
MAE for Ridge: 0.0012361734555501336
Training time for Ridge: 0.000553131103515625 seconds
Testing time for Ridge: 0.00028395652770996094 seconds
RMSE for Ridge: 0.00025092137239943624
MAE for Ridge: 0.00019185391915252148
Training time for Ridge: 0.0004608631134033203 seconds
Testing time for Ridge: 0.0002570152282714844 seconds
RMSE for Ridge: 0.0020116956290159894
MAE for Ridge: 0.0015366485353476168
Training time for Ridge: 0.00043487548828125 seconds
Testing time for Ridge: 0.0002741813659667969 seconds
RMSE for Ridge: 2.1323067421831758e-05
MAE for Ridge: 1.630321030871018e-05
Training time for Ridge: 0.00045228004455566406 seconds
Testing time for Ridge: 0.0002608299255371094 seconds
RMSE for Ridge: 0.0007897877665035643
MAE for Ridge: 0.0006037037698297176
Training time for Ridge: 0.0004429817199707031 seconds
Testing time for Ridge: 0.0002570152282714844 seconds
RMSE for Ridge: 1.29593688909887e-05
MAE for Ridge: 9.90842086942667e-06
Training time for Ridge: 0.0004627704620361328 seconds
Testing time for Ridge: 0.0002639293670654297 seconds
RMSE for Ridge: 0.0010638495086021343
MAE for Ridge: 0.0008130979421483408
Training time for Ridge: 0.00045609474182128906 seconds
Testing time for Ridge: 0.00032401084899902344 seconds
RMSE for Ridge: 0.0018472697304387626
MAE for Ridge: 0.0014112179548419446
Training time for Ridge: 0.0005018711090087891 seconds
Testing time for Ridge: 0.0002779960632324219 seconds
RMSE for Ridge: 0.0005833381499062414
MAE for Ridge: 0.00044593015956132854
Training time for Ridge: 0.0004820823669433594 seconds
Testing time for Ridge: 0.00027489662170410156 seconds
RMSE for Ridge: 0.0005104486793259659
MAE for Ridge: 0.0003902312745906722
Training time for Ridge: 0.00043272972106933594 seconds
Testing time for Ridge: 0.0002551078796386719 seconds
RMSE for Ridge: 0.0007144853117500648
MAE for Ridge: 0.0005461582149389099
Training time for Ridge: 0.00043082237243652344 seconds
Testing time for Ridge: 0.00026226043701171875 seconds
RMSE for Ridge: 3.22854950275019e-05
MAE for Ridge: 2.4685063970151243e-05
Training time for Ridge: 0.000431060791015625 seconds
Testing time for Ridge: 0.00024890899658203125 seconds
RMSE for Ridge: 0.0007019026800959593
MAE for Ridge: 0.0005365421658659985
Training time for Ridge: 0.0004291534423828125 seconds
Testing time for Ridge: 0.0002620220184326172 seconds
RMSE for Ridge: 0.00040408615406927834
MAE for Ridge: 0.00030894035286191835
Training time for Ridge: 0.0004360675811767578 seconds
Testing time for Ridge: 0.0002627372741699219 seconds
RMSE for Ridge: 0.00040408615406927834
MAE for Ridge: 0.00030894035286191835
Training time for Ridge: 0.0004210472106933594 seconds
Testing time for Ridge: 0.0002498626708984375 seconds
RMSE for Ridge: 0.0015303870915886646
MAE for Ridge: 0.0011693751339809466
Training time for Ridge: 0.0004239082336425781 seconds
Testing time for Ridge: 0.00024700164794921875 seconds
RMSE for Ridge: 2.62323322918341e-05
MAE for Ridge: 2.0056812384239285e-05
Training time for Ridge: 0.000446319580078125 seconds
Testing time for Ridge: 0.00026702880859375 seconds
RMSE for Ridge: 0.0003844218772963199
MAE for Ridge: 0.0002939096415577314
Training time for Ridge: 0.0004532337188720703 seconds
Testing time for Ridge: 0.0002486705780029297 seconds
RMSE for Ridge: 0.0009569591284468836
MAE for Ridge: 0.0007314383231011945
Training time for Ridge: 0.0004220008850097656 seconds
Testing time for Ridge: 0.00025200843811035156 seconds
RMSE for Ridge: 0.0018242084558631015
MAE for Ridge: 0.0013936228938607742
Training time for Ridge: 0.0004260540008544922 seconds
Testing time for Ridge: 0.00024700164794921875 seconds
RMSE for Ridge: 0.0019115372041740388
MAE for Ridge: 0.0014602475422597306
Training time for Ridge: 0.0004220008850097656 seconds
Testing time for Ridge: 0.000263214111328125 seconds
RMSE for Ridge: 0.0004601557022680291
MAE for Ridge: 0.00035179521213563823
Training time for Ridge: 0.0004467964172363281 seconds
Testing time for Ridge: 0.00025200843811035156 seconds
RMSE for Ridge: 0.0003405051777267874
MAE for Ridge: 0.0002603394190461583
Training time for Ridge: 0.00046324729919433594 seconds
Testing time for Ridge: 0.00025582313537597656 seconds
RMSE for Ridge: 0.0017375527120622293
MAE for Ridge: 0.001327499655549783
Training time for Ridge: 0.0004220008850097656 seconds
Testing time for Ridge: 0.00024700164794921875 seconds
RMSE for Ridge: 0.0010323415723148533
MAE for Ridge: 0.0007890285667636709
Training time for Ridge: 0.0004277229309082031 seconds
Testing time for Ridge: 0.00024819374084472656 seconds
RMSE for Ridge: 0.0005655793376733152
MAE for Ridge: 0.00043236037619947653
Training time for Ridge: 0.00043892860412597656 seconds
Testing time for Ridge: 0.00024890899658203125 seconds
RMSE for Ridge: 0.0006968695181688238
MAE for Ridge: 0.000532695623679631
Training time for Ridge: 0.0004177093505859375 seconds
Testing time for Ridge: 0.00024700164794921875 seconds
RMSE for Ridge: 0.0002467210951064124
MAE for Ridge: 0.00018864265900670474
Training time for Ridge: 0.00042128562927246094 seconds
Testing time for Ridge: 0.00024700164794921875 seconds
RMSE for Ridge: 0.0002593323449603122
MAE for Ridge: 0.00019828435196372673
Training time for Ridge: 0.0004169940948486328 seconds
Testing time for Ridge: 0.0002491474151611328 seconds
RMSE for Ridge: 4.929512752063714e-06
MAE for Ridge: 3.768960510043273e-06
Training time for Ridge: 0.0004248619079589844 seconds
Testing time for Ridge: 0.00025081634521484375 seconds
RMSE for Ridge: 0.0007545579247240312
MAE for Ridge: 0.0005767820421542636
Training time for Ridge: 0.0004200935363769531 seconds
Testing time for Ridge: 0.0002551078796386719 seconds
RMSE for Ridge: 0.00015624897954608509
MAE for Ridge: 0.00011946988809756865
Training time for Ridge: 0.0004169940948486328 seconds
Testing time for Ridge: 0.00025010108947753906 seconds
RMSE for Ridge: 0.00020099321617008227
MAE for Ridge: 0.00015368103590809423
Training time for Ridge: 0.00041604042053222656 seconds
Testing time for Ridge: 0.00024700164794921875 seconds
RMSE for Ridge: 0.0006362467051896453
MAE for Ridge: 0.00048636354891933855
Training time for Ridge: 0.0004169940948486328 seconds
Testing time for Ridge: 0.0002639293670654297 seconds
RMSE for Ridge: 0.0001413743042281988
MAE for Ridge: 0.00010809654692575665
Training time for Ridge: 0.000431060791015625 seconds
Testing time for Ridge: 0.00025391578674316406 seconds
RMSE for Ridge: 0.0004998358036355017
MAE for Ridge: 0.000382120752498315
Training time for Ridge: 0.0004172325134277344 seconds
Testing time for Ridge: 0.0002689361572265625 seconds
RMSE for Ridge: 0.0001850581048652814
MAE for Ridge: 0.00014149731072208516
Training time for Ridge: 0.0004181861877441406 seconds
Testing time for Ridge: 0.0002620220184326172 seconds
RMSE for Ridge: 0.0003506300779330916
MAE for Ridge: 0.00026807917401613256
Training time for Ridge: 0.0004169940948486328 seconds
Testing time for Ridge: 0.0002448558807373047 seconds
RMSE for Ridge: 0.0008900111325977377
MAE for Ridge: 0.0006802866451379408
Training time for Ridge: 0.0004189014434814453 seconds
Testing time for Ridge: 0.0002529621124267578 seconds
RMSE for Ridge: 0.00018011062439090558
MAE for Ridge: 0.0001377145108671407
Training time for Ridge: 0.0004200935363769531 seconds
Testing time for Ridge: 0.0002579689025878906 seconds
RMSE for Ridge: 6.0908599543636715e-05
MAE for Ridge: 4.6570649456926236e-05
Training time for Ridge: 0.0004189014434814453 seconds
Testing time for Ridge: 0.00024509429931640625 seconds
RMSE for Ridge: 0.0019073719910162063
MAE for Ridge: 0.0014570701123195185
Training time for Ridge: 0.0004150867462158203 seconds
Testing time for Ridge: 0.0002460479736328125 seconds
RMSE for Ridge: 0.001189196000038159
MAE for Ridge: 0.0009088405551617074
Training time for Ridge: 0.00042510032653808594 seconds
Testing time for Ridge: 0.0002589225769042969 seconds
RMSE for Ridge: 0.002031109769666869
MAE for Ridge: 0.0015514589139341006
Training time for Ridge: 0.00043010711669921875 seconds
Testing time for Ridge: 0.00024700164794921875 seconds
RMSE for Ridge: 0.0008376951166711834
MAE for Ridge: 0.0006403114446652947
Training time for Ridge: 0.00041675567626953125 seconds
Testing time for Ridge: 0.00024700164794921875 seconds
RMSE for Ridge: 0.00021298661323206173
MAE for Ridge: 0.00016285086092985513
Training time for Ridge: 0.0004258155822753906 seconds
Testing time for Ridge: 0.00024890899658203125 seconds
RMSE for Ridge: 3.409640937648386e-05
MAE for Ridge: 2.6069696050498025e-05
Training time for Ridge: 0.0004169940948486328 seconds
Testing time for Ridge: 0.0002467632293701172 seconds
RMSE for Ridge: 0.0012773991970830602
MAE for Ridge: 0.0009762008388076792
Training time for Ridge: 0.0004260540008544922 seconds
Testing time for Ridge: 0.00024700164794921875 seconds
RMSE for Ridge: 0.0014040060789975123
MAE for Ridge: 0.0010728823920792886
Training time for Ridge: 0.00043511390686035156 seconds
Testing time for Ridge: 0.00024890899658203125 seconds
RMSE for Ridge: 7.684477286173386e-05
MAE for Ridge: 5.8755804582362184e-05
Training time for Ridge: 0.00041985511779785156 seconds
Testing time for Ridge: 0.00024700164794921875 seconds
RMSE for Ridge: 0.0013181153162962218
MAE for Ridge: 0.0010072925531454868
Training time for Ridge: 0.0004138946533203125 seconds
Testing time for Ridge: 0.00024509429931640625 seconds
RMSE for Ridge: 0.0002349231323973767
MAE for Ridge: 0.00017962260978508394
Training time for Ridge: 0.0004220008850097656 seconds
Testing time for Ridge: 0.0002510547637939453 seconds
RMSE for Ridge: 0.0001469664665070451
MAE for Ridge: 0.0001123723884427441
Training time for Ridge: 0.0004239082336425781 seconds
Testing time for Ridge: 0.0002460479736328125 seconds
RMSE for Ridge: 0.0001840642503442568
MAE for Ridge: 0.0001407374196930944
Training time for Ridge: 0.00041484832763671875 seconds
Testing time for Ridge: 0.0002491474151611328 seconds
RMSE for Ridge: 0.00017771355212225845
MAE for Ridge: 0.00013588172460259784
Training time for Ridge: 0.0004220008850097656 seconds
Testing time for Ridge: 0.00024509429931640625 seconds
RMSE for Ridge: 0.0015127749921259892
MAE for Ridge: 0.0011559294504325602
Training time for Ridge: 0.000415802001953125 seconds
Testing time for Ridge: 0.00024890899658203125 seconds
RMSE for Ridge: 0.00021148410108554747
MAE for Ridge: 0.00016170208747283698
Training time for Ridge: 0.00041294097900390625 seconds
Testing time for Ridge: 0.0002460479736328125 seconds
RMSE for Ridge: 0.0016278579350234347
MAE for Ridge: 0.0012437799786562276
Training time for Ridge: 0.0004200935363769531 seconds
Testing time for Ridge: 0.00024509429931640625 seconds
RMSE for Ridge: 5.306357533933001e-05
MAE for Ridge: 4.057220024812236e-05
Training time for Ridge: 0.00043201446533203125 seconds
Testing time for Ridge: 0.0002498626708984375 seconds
RMSE for Ridge: 7.026808010040053e-05
MAE for Ridge: 5.372710969294037e-05
Training time for Ridge: 0.0004150867462158203 seconds
Testing time for Ridge: 0.0002460479736328125 seconds
RMSE for Ridge: 1.9116107675313034e-05
MAE for Ridge: 1.4615786499523332e-05
Training time for Ridge: 0.00043082237243652344 seconds
Testing time for Ridge: 0.0002522468566894531 seconds
RMSE for Ridge: 0.0001237408991377824
MAE for Ridge: 9.461372939532308e-05
Training time for Ridge: 0.00042319297790527344 seconds
Testing time for Ridge: 0.0002460479736328125 seconds
RMSE for Ridge: 7.741617735040249e-06
MAE for Ridge: 5.919028021127426e-06
Training time for Ridge: 0.00041604042053222656 seconds
Testing time for Ridge: 0.00024700164794921875 seconds
RMSE for Ridge: 2.6459198761290848e-05
MAE for Ridge: 2.0230274030873518e-05
Training time for Ridge: 0.00042176246643066406 seconds
Testing time for Ridge: 0.00024700164794921875 seconds
RMSE for Ridge: 0.0001439626461642662
MAE for Ridge: 0.00011007562928170844
Training time for Ridge: 0.00041413307189941406 seconds
Testing time for Ridge: 0.00024890899658203125 seconds
RMSE for Ridge: 3.319816382369544e-06
MAE for Ridge: 2.53823192991387e-06
Training time for Ridge: 0.0004169940948486328 seconds
Testing time for Ridge: 0.00024700164794921875 seconds
RMSE for Ridge: 0.000271264452964135
MAE for Ridge: 0.00020740667199350193
Training time for Ridge: 0.00042510032653808594 seconds
Testing time for Ridge: 0.0002460479736328125 seconds
RMSE for Ridge: 4.454303841722541e-05
MAE for Ridge: 3.4057275937393604e-05
Training time for Ridge: 0.0004200935363769531 seconds
Testing time for Ridge: 0.00024700164794921875 seconds
RMSE for Ridge: 5.114223977213705e-05
MAE for Ridge: 3.910311619821916e-05
Training time for Ridge: 0.00041294097900390625 seconds
Testing time for Ridge: 0.00024700164794921875 seconds
RMSE for Ridge: 0.0018404261663048482
MAE for Ridge: 0.0014059966098227783
Training time for Ridge: 0.0004248619079589844 seconds
Testing time for Ridge: 0.0002570152282714844 seconds
RMSE for Ridge: 6.8470190435884825e-06
MAE for Ridge: 5.2350383646726506e-06
Training time for Ridge: 0.0004189014434814453 seconds
Testing time for Ridge: 0.00025010108947753906 seconds
RMSE for Ridge: 0.0014479040941674471
MAE for Ridge: 0.0011064011922767181
Training time for Ridge: 0.0004169940948486328 seconds
Testing time for Ridge: 0.00025177001953125 seconds
RMSE for Ridge: 2.8076327276982256e-06
MAE for Ridge: 2.1466311598283825e-06
Training time for Ridge: 0.0004329681396484375 seconds
Testing time for Ridge: 0.000247955322265625 seconds
RMSE for Ridge: 0.0013837361672294356
MAE for Ridge: 0.0010574042537046624
Training time for Ridge: 0.0004200935363769531 seconds
Testing time for Ridge: 0.00024819374084472656 seconds
RMSE for Ridge: 7.017303281664909e-06
MAE for Ridge: 5.365233713644502e-06
Training time for Ridge: 0.0004150867462158203 seconds
Testing time for Ridge: 0.0002460479736328125 seconds
RMSE for Ridge: 0.0001062835011864202
MAE for Ridge: 8.126540067301513e-05
Training time for Ridge: 0.0004181861877441406 seconds
Testing time for Ridge: 0.00024700164794921875 seconds
RMSE for Ridge: 0.00012986103035916356
MAE for Ridge: 9.929330396224678e-05
Training time for Ridge: 0.0004150867462158203 seconds
Testing time for Ridge: 0.000247955322265625 seconds
RMSE for Ridge: 0.0006314589200578722
MAE for Ridge: 0.00048270426608931663
Training time for Ridge: 0.00041675567626953125 seconds
Testing time for Ridge: 0.0002460479736328125 seconds
RMSE for Ridge: 0.0017432353193786807
MAE for Ridge: 0.001331836163174258
Training time for Ridge: 0.00042510032653808594 seconds
Testing time for Ridge: 0.00025010108947753906 seconds
RMSE for Ridge: 3.971214846682709e-05
MAE for Ridge: 3.0363527668862967e-05
Training time for Ridge: 0.0004277229309082031 seconds
Testing time for Ridge: 0.00024700164794921875 seconds
RMSE for Ridge: 6.507403009728964e-06
MAE for Ridge: 4.975376000999621e-06
Training time for Ridge: 0.00041174888610839844 seconds
Testing time for Ridge: 0.0002460479736328125 seconds
RMSE for Ridge: 0.0015016621128272076
MAE for Ridge: 0.0011474452798249336
Training time for Ridge: 0.0004181861877441406 seconds
Testing time for Ridge: 0.00024390220642089844 seconds
RMSE for Ridge: 1.1562043346912713e-05
MAE for Ridge: 8.840049211877866e-06
Training time for Ridge: 0.0004177093505859375 seconds
Testing time for Ridge: 0.00024509429931640625 seconds
RMSE for Ridge: 8.577554434054705e-06
MAE for Ridge: 6.5581669887782025e-06
Training time for Ridge: 0.00041985511779785156 seconds
Testing time for Ridge: 0.00024700164794921875 seconds
RMSE for Ridge: 6.564088968079944e-05
MAE for Ridge: 5.018905686543173e-05
Training time for Ridge: 0.0004258155822753906 seconds
Testing time for Ridge: 0.00024437904357910156 seconds
RMSE for Ridge: 8.577554434054705e-06
MAE for Ridge: 6.5581669887782025e-06
Training time for Ridge: 0.000431060791015625 seconds
Testing time for Ridge: 0.000247955322265625 seconds
RMSE for Ridge: 0.00012431204362923405
MAE for Ridge: 9.505043836878891e-05
Training time for Ridge: 0.00041604042053222656 seconds
Testing time for Ridge: 0.00024580955505371094 seconds
RMSE for Ridge: 0.00013911741435177304
MAE for Ridge: 0.00010637089508101716
Training time for Ridge: 0.00041413307189941406 seconds
Testing time for Ridge: 0.00024509429931640625 seconds
RMSE for Ridge: 0.0020370954645707864
MAE for Ridge: 0.001556025069832364
Training time for Ridge: 0.00041604042053222656 seconds
Testing time for Ridge: 0.0002460479736328125 seconds
RMSE for Ridge: 0.0001384431234715554
MAE for Ridge: 0.00010585532175013013
Training time for Ridge: 0.0004138946533203125 seconds
Testing time for Ridge: 0.0002460479736328125 seconds
RMSE for Ridge: 4.413512613008929e-05
MAE for Ridge: 3.374538141985184e-05
Training time for Ridge: 0.00041604042053222656 seconds
Testing time for Ridge: 0.0002460479736328125 seconds
RMSE for Ridge: 1.5659047634253062e-05
MAE for Ridge: 1.197255634702188e-05
Training time for Ridge: 0.0004239082336425781 seconds
Testing time for Ridge: 0.0002460479736328125 seconds
RMSE for Ridge: 5.698352549261822e-05
MAE for Ridge: 4.356946261269479e-05
Training time for Ridge: 0.0004131793975830078 seconds
Testing time for Ridge: 0.0002510547637939453 seconds
RMSE for Ridge: 0.0007350425772663072
MAE for Ridge: 0.0005618684307944855
Training time for Ridge: 0.0004239082336425781 seconds
Testing time for Ridge: 0.00024390220642089844 seconds
RMSE for Ridge: 4.1899019959122835e-05
MAE for Ridge: 3.203563026808798e-05
Training time for Ridge: 0.0004291534423828125 seconds
Testing time for Ridge: 0.0002460479736328125 seconds
RMSE for Ridge: 4.152916800968779e-06
MAE for Ridge: 3.175196746982856e-06
Training time for Ridge: 0.0004210472106933594 seconds
Testing time for Ridge: 0.0002601146697998047 seconds
RMSE for Ridge: 0.00017151861352012149
MAE for Ridge: 0.0001311450963422822
Training time for Ridge: 0.0004150867462158203 seconds
Testing time for Ridge: 0.0002460479736328125 seconds
RMSE for Ridge: 2.954451936570824e-06
MAE for Ridge: 2.2588848527971272e-06
Training time for Ridge: 0.0004150867462158203 seconds
Testing time for Ridge: 0.0002448558807373047 seconds
RMSE for Ridge: 5.33727962304477e-05
MAE for Ridge: 4.080863568767579e-05
Training time for Ridge: 0.00041174888610839844 seconds
Testing time for Ridge: 0.0002529621124267578 seconds
RMSE for Ridge: 4.152916800968779e-06
MAE for Ridge: 3.175196746982856e-06
Training time for Ridge: 0.0004150867462158203 seconds
Testing time for Ridge: 0.0002460479736328125 seconds
RMSE for Ridge: 0.00020873468430065726
MAE for Ridge: 0.00015959996516249798
Training time for Ridge: 0.0004138946533203125 seconds
Testing time for Ridge: 0.0002448558807373047 seconds
RMSE for Ridge: 0.001884522534399617
MAE for Ridge: 0.0014396389071987725
Training time for Ridge: 0.00041294097900390625 seconds
Testing time for Ridge: 0.0002522468566894531 seconds
RMSE for Ridge: 3.0380712824794783e-05
MAE for Ridge: 2.322866304556137e-05
Training time for Ridge: 0.0004372596740722656 seconds
Testing time for Ridge: 0.0002448558807373047 seconds
RMSE for Ridge: 1.648043257891352e-06
MAE for Ridge: 1.2600433719245353e-06
Training time for Ridge: 0.0004291534423828125 seconds
Testing time for Ridge: 0.0002460479736328125 seconds
RMSE for Ridge: 0.0006233028486607775
MAE for Ridge: 0.00047647057365377997
Training time for Ridge: 0.00041294097900390625 seconds
Testing time for Ridge: 0.0002601146697998047 seconds
RMSE for Ridge: 0.00014302871344803794
MAE for Ridge: 0.00010936153163816242
Training time for Ridge: 0.0004138946533203125 seconds
Testing time for Ridge: 0.00025081634521484375 seconds
RMSE for Ridge: 9.168156517477707e-05
MAE for Ridge: 7.010038994517576e-05
Training time for Ridge: 0.00041294097900390625 seconds
Testing time for Ridge: 0.0002460479736328125 seconds
RMSE for Ridge: 0.0015149850964739178
MAE for Ridge: 0.0011576167432938778
Training time for Ridge: 0.0004138946533203125 seconds
Testing time for Ridge: 0.00025916099548339844 seconds
RMSE for Ridge: 4.2231135839304735e-07
MAE for Ridge: 3.2288612668462944e-07
Training time for Ridge: 0.00041985511779785156 seconds
Testing time for Ridge: 0.00024318695068359375 seconds
RMSE for Ridge: 0.00015756240795456106
MAE for Ridge: 0.00012047414463244865
Training time for Ridge: 0.0004150867462158203 seconds
Testing time for Ridge: 0.0002453327178955078 seconds
RMSE for Ridge: 0.0007126220900497073
MAE for Ridge: 0.0005447342902250773
Training time for Ridge: 0.0004131793975830078 seconds
Testing time for Ridge: 0.0002498626708984375 seconds
RMSE for Ridge: 6.1396601446878874e-06
MAE for Ridge: 4.694208698696745e-06
Training time for Ridge: 0.00042700767517089844 seconds
Testing time for Ridge: 0.00024700164794921875 seconds
RMSE for Ridge: 0.00016313310499225736
MAE for Ridge: 0.0001247335279377315
Training time for Ridge: 0.00042176246643066406 seconds
Testing time for Ridge: 0.0002460479736328125 seconds
RMSE for Ridge: 3.7902354925630594e-06
MAE for Ridge: 2.8979009039742376e-06
Training time for Ridge: 0.00041484832763671875 seconds
Testing time for Ridge: 0.0002532005310058594 seconds
RMSE for Ridge: 7.94557135821118e-08
MAE for Ridge: 6.07493594650954e-08
Training time for Ridge: 0.00041604042053222656 seconds
Testing time for Ridge: 0.0002460479736328125 seconds
RMSE for Ridge: 7.594163561098458e-07
MAE for Ridge: 5.806262163488008e-07
Training time for Ridge: 0.0004150867462158203 seconds
Testing time for Ridge: 0.00024580955505371094 seconds
RMSE for Ridge: 3.900937128851918e-06
MAE for Ridge: 2.9825402261041133e-06
Training time for Ridge: 0.00043272972106933594 seconds
Testing time for Ridge: 0.0002532005310058594 seconds
RMSE for Ridge: 7.173482464018255e-07
MAE for Ridge: 5.484622363893798e-07
Training time for Ridge: 0.00041604042053222656 seconds
Testing time for Ridge: 0.0002486705780029297 seconds
RMSE for Ridge: 9.032863441449009e-07
MAE for Ridge: 6.906248066140818e-07
Training time for Ridge: 0.00041604042053222656 seconds
Testing time for Ridge: 0.0002498626708984375 seconds
RMSE for Ridge: 0.0011110516341218118
MAE for Ridge: 0.0008491542119217799
Training time for Ridge: 0.0004227161407470703 seconds
Testing time for Ridge: 0.0002491474151611328 seconds
RMSE for Ridge: 6.495342687865884e-06
MAE for Ridge: 4.966154963332859e-06
Training time for Ridge: 0.00041604042053222656 seconds
Testing time for Ridge: 0.00025200843811035156 seconds
RMSE for Ridge: 6.193701271497411e-06
MAE for Ridge: 4.735527224001279e-06
Training time for Ridge: 0.0004210472106933594 seconds
Testing time for Ridge: 0.0002460479736328125 seconds
RMSE for Ridge: 0.000887447254589441
MAE for Ridge: 0.0006783276184743436
Training time for Ridge: 0.0004177093505859375 seconds
Testing time for Ridge: 0.0002532005310058594 seconds
RMSE for Ridge: 2.8268634291733637e-06
MAE for Ridge: 2.1613343919002494e-06
Training time for Ridge: 0.0004138946533203125 seconds
Testing time for Ridge: 0.0002491474151611328 seconds
RMSE for Ridge: 7.274398941701313e-07
MAE for Ridge: 5.561779982776738e-07
Training time for Ridge: 0.000431060791015625 seconds
Testing time for Ridge: 0.0002448558807373047 seconds
RMSE for Ridge: 0.00039530986532014046
MAE for Ridge: 0.0003022321151988494
Training time for Ridge: 0.0004200935363769531 seconds
Testing time for Ridge: 0.00024175643920898438 seconds
RMSE for Ridge: 0.0021652275464346484
MAE for Ridge: 0.0016537554612432782
Training time for Ridge: 0.00041604042053222656 seconds
Testing time for Ridge: 0.0002460479736328125 seconds
RMSE for Ridge: 2.1806496050431663e-06
MAE for Ridge: 1.6672582993726425e-06
Training time for Ridge: 0.00041294097900390625 seconds
Testing time for Ridge: 0.00025200843811035156 seconds
RMSE for Ridge: 0.0003840065226670888
MAE for Ridge: 0.0002935921530639063
Training time for Ridge: 0.0004189014434814453 seconds
Testing time for Ridge: 0.000244140625 seconds
RMSE for Ridge: 0.0001295615644204886
MAE for Ridge: 9.906432660720665e-05
Training time for Ridge: 0.00041675567626953125 seconds
Testing time for Ridge: 0.0002532005310058594 seconds
RMSE for Ridge: 0.001306086807290407
MAE for Ridge: 0.000998107291008653
Training time for Ridge: 0.0004169940948486328 seconds
Testing time for Ridge: 0.0002460479736328125 seconds
RMSE for Ridge: 4.404466449976024e-06
MAE for Ridge: 3.367524524983123e-06
Training time for Ridge: 0.00042891502380371094 seconds
Testing time for Ridge: 0.0002467632293701172 seconds
RMSE for Ridge: 3.1421154934648552e-06
MAE for Ridge: 2.4023669619710474e-06
Training time for Ridge: 0.00043702125549316406 seconds
Testing time for Ridge: 0.0002467632293701172 seconds
RMSE for Ridge: 0.00023335166114476835
MAE for Ridge: 0.00017842114265366195
Training time for Ridge: 0.0004138946533203125 seconds
Testing time for Ridge: 0.00024509429931640625 seconds
RMSE for Ridge: 0.0016508422467445502
MAE for Ridge: 0.0012613232025569564
Training time for Ridge: 0.0004189014434814453 seconds
Testing time for Ridge: 0.00024390220642089844 seconds
RMSE for Ridge: 0.0005593232989321556
MAE for Ridge: 0.0004275799304668748
Training time for Ridge: 0.00041604042053222656 seconds
Testing time for Ridge: 0.000247955322265625 seconds
RMSE for Ridge: 2.9302949613537463e-06
MAE for Ridge: 2.240415129711737e-06
Training time for Ridge: 0.0004119873046875 seconds
Testing time for Ridge: 0.00024390220642089844 seconds
RMSE for Ridge: 3.1038907432329426e-06
MAE for Ridge: 2.3731414251548787e-06
Training time for Ridge: 0.0004200935363769531 seconds
Testing time for Ridge: 0.0002448558807373047 seconds
RMSE for Ridge: 0.0010188162845396539
MAE for Ridge: 0.0007786960576861723
Training time for Ridge: 0.0004138946533203125 seconds
Testing time for Ridge: 0.0003190040588378906 seconds
RMSE for Ridge: 0.0017449221942988015
MAE for Ridge: 0.0013331234405759252
Training time for Ridge: 0.0004851818084716797 seconds
Testing time for Ridge: 0.0002627372741699219 seconds
RMSE for Ridge: 0.0006560111436461024
MAE for Ridge: 0.0005014692193224302
Training time for Ridge: 0.00048089027404785156 seconds
Testing time for Ridge: 0.00026798248291015625 seconds
RMSE for Ridge: 3.283556629347277e-07
MAE for Ridge: 2.51050512232176e-07
Training time for Ridge: 0.0004439353942871094 seconds
Testing time for Ridge: 0.0002529621124267578 seconds
RMSE for Ridge: 3.0658221329954032e-06
MAE for Ridge: 2.3440352656833864e-06
Training time for Ridge: 0.00043010711669921875 seconds
Testing time for Ridge: 0.00027108192443847656 seconds
RMSE for Ridge: 2.426141290369564e-06
MAE for Ridge: 1.8549539909784586e-06
Training time for Ridge: 0.00042510032653808594 seconds
Testing time for Ridge: 0.00024890899658203125 seconds
RMSE for Ridge: 0.001430810274897893
MAE for Ridge: 0.0010933493181930277
Training time for Ridge: 0.00041794776916503906 seconds
Testing time for Ridge: 0.00024700164794921875 seconds
RMSE for Ridge: 0.0006853427607854906
MAE for Ridge: 0.0005238863346253109
Training time for Ridge: 0.0004279613494873047 seconds
Testing time for Ridge: 0.0002570152282714844 seconds
RMSE for Ridge: 0.0013228342558482646
MAE for Ridge: 0.0010108963718343433
Training time for Ridge: 0.00042700767517089844 seconds
Testing time for Ridge: 0.00025391578674316406 seconds
RMSE for Ridge: 5.6015757013206195e-06
MAE for Ridge: 4.28280265982739e-06
Training time for Ridge: 0.0004291534423828125 seconds
Testing time for Ridge: 0.0002448558807373047 seconds
RMSE for Ridge: 9.912610752441251e-07
MAE for Ridge: 7.578875967073628e-07
Training time for Ridge: 0.00042891502380371094 seconds
Testing time for Ridge: 0.0002522468566894531 seconds
RMSE for Ridge: 0.0012237110573776785
MAE for Ridge: 0.0009352006617755382
Training time for Ridge: 0.0004169940948486328 seconds
Testing time for Ridge: 0.0002460479736328125 seconds
RMSE for Ridge: 3.0396121140554406e-06
MAE for Ridge: 2.323995850166405e-06
Training time for Ridge: 0.0004181861877441406 seconds
Testing time for Ridge: 0.0002448558807373047 seconds
RMSE for Ridge: 0.0002778025742867668
MAE for Ridge: 0.0002124051252873249
Training time for Ridge: 0.00042700767517089844 seconds
Testing time for Ridge: 0.00024580955505371094 seconds
RMSE for Ridge: 0.000549623756179776
MAE for Ridge: 0.0004201680772139993
Training time for Ridge: 0.0004107952117919922 seconds
Testing time for Ridge: 0.00024509429931640625 seconds
RMSE for Ridge: 0.0009748923956840066
MAE for Ridge: 0.0007451394412884649
Training time for Ridge: 0.0004153251647949219 seconds
Testing time for Ridge: 0.0002467632293701172 seconds
RMSE for Ridge: 5.660857128457481e-06
MAE for Ridge: 4.328127755156563e-06
Training time for Ridge: 0.00043511390686035156 seconds
Testing time for Ridge: 0.00024390220642089844 seconds
RMSE for Ridge: 5.3013716106512175e-06
MAE for Ridge: 4.053274214158575e-06
Training time for Ridge: 0.00041294097900390625 seconds
Testing time for Ridge: 0.00025010108947753906 seconds
RMSE for Ridge: 8.560408179995905e-07
MAE for Ridge: 6.545023194060029e-07
Training time for Ridge: 0.0004200935363769531 seconds
Testing time for Ridge: 0.0002460479736328125 seconds
RMSE for Ridge: 0.0014682690467300568
MAE for Ridge: 0.0011219502218964882
Training time for Ridge: 0.00042700767517089844 seconds
Testing time for Ridge: 0.0002448558807373047 seconds
RMSE for Ridge: 3.256303334216516e-07
MAE for Ridge: 2.489668113769827e-07
Training time for Ridge: 0.0004169940948486328 seconds
Testing time for Ridge: 0.0002448558807373047 seconds
RMSE for Ridge: 0.0009441580726809369
MAE for Ridge: 0.0007216580317539168
Training time for Ridge: 0.00042700767517089844 seconds
Testing time for Ridge: 0.0002448558807373047 seconds
RMSE for Ridge: 2.263336153686085e-06
MAE for Ridge: 1.730477986672252e-06
Training time for Ridge: 0.0004291534423828125 seconds
Testing time for Ridge: 0.0002448558807373047 seconds
RMSE for Ridge: 0.000466161522502686
MAE for Ridge: 0.0003563853042271703
Training time for Ridge: 0.0004200935363769531 seconds
Testing time for Ridge: 0.0002467632293701172 seconds
RMSE for Ridge: 1.8326299746504215e-06
MAE for Ridge: 1.401172844806009e-06
Training time for Ridge: 0.0004131793975830078 seconds
Testing time for Ridge: 0.0002486705780029297 seconds
RMSE for Ridge: 3.461429393606376e-05
MAE for Ridge: 2.6465673053478468e-05
Training time for Ridge: 0.0004227161407470703 seconds
Testing time for Ridge: 0.0002460479736328125 seconds
RMSE for Ridge: 2.8712732434522436e-07
MAE for Ridge: 2.1952860426499577e-07
Training time for Ridge: 0.0004220008850097656 seconds
Testing time for Ridge: 0.0002529621124267578 seconds
RMSE for Ridge: 0.0010094201662752128
MAE for Ridge: 0.000771517866477146
Training time for Ridge: 0.0004181861877441406 seconds
Testing time for Ridge: 0.00024390220642089844 seconds
RMSE for Ridge: 1.263451725592708e-06
MAE for Ridge: 9.659962924923881e-07
Training time for Ridge: 0.00043392181396484375 seconds
Testing time for Ridge: 0.0002460479736328125 seconds
RMSE for Ridge: 0.0007504891439987735
MAE for Ridge: 0.0005736727121149498
Training time for Ridge: 0.0004138946533203125 seconds
Testing time for Ridge: 0.00024509429931640625 seconds
RMSE for Ridge: 2.6526895594541977e-06
MAE for Ridge: 2.028166142212795e-06
Training time for Ridge: 0.00041604042053222656 seconds
Testing time for Ridge: 0.0002448558807373047 seconds
RMSE for Ridge: 0.0006515802853164754
MAE for Ridge: 0.0004980828077398025
Training time for Ridge: 0.0004239082336425781 seconds
Testing time for Ridge: 0.00024509429931640625 seconds
RMSE for Ridge: 3.432147534591575e-07
MAE for Ridge: 2.624113088700586e-07
Training time for Ridge: 0.0004107952117919922 seconds
Testing time for Ridge: 0.00025391578674316406 seconds
RMSE for Ridge: 8.227565606484252e-05
MAE for Ridge: 6.29083922615925e-05
Training time for Ridge: 0.0004150867462158203 seconds
Testing time for Ridge: 0.000244140625 seconds
RMSE for Ridge: 1.895116815599282e-06
MAE for Ridge: 1.4489484181967606e-06
Training time for Ridge: 0.0004239082336425781 seconds
Testing time for Ridge: 0.00024580955505371094 seconds
RMSE for Ridge: 2.5128928563188e-06
MAE for Ridge: 1.9212816857105964e-06
Training time for Ridge: 0.00040984153747558594 seconds
Testing time for Ridge: 0.0002448558807373047 seconds
RMSE for Ridge: 6.16287238091785e-07
MAE for Ridge: 4.7119409211759945e-07
Training time for Ridge: 0.0004100799560546875 seconds
Testing time for Ridge: 0.0002448558807373047 seconds
RMSE for Ridge: 3.7593455856636103e-07
MAE for Ridge: 2.874278631381788e-07
Training time for Ridge: 0.0004239082336425781 seconds
Testing time for Ridge: 0.0002460479736328125 seconds
RMSE for Ridge: 1.976160266351173e-06
MAE for Ridge: 1.5109118298362035e-06
Training time for Ridge: 0.00041222572326660156 seconds
Testing time for Ridge: 0.0002429485321044922 seconds
RMSE for Ridge: 1.2167678764453971e-06
MAE for Ridge: 9.303032353735752e-07
Training time for Ridge: 0.00040984153747558594 seconds
Testing time for Ridge: 0.00024890899658203125 seconds
RMSE for Ridge: 0.001232395288903099
MAE for Ridge: 0.0009418328187472269
Training time for Ridge: 0.00043272972106933594 seconds
Testing time for Ridge: 0.000244140625 seconds
RMSE for Ridge: 0.0019934012088224256
MAE for Ridge: 0.0015226917934191343
Training time for Ridge: 0.0004138946533203125 seconds
Testing time for Ridge: 0.00024509429931640625 seconds
RMSE for Ridge: 1.1569774467570997e-06
MAE for Ridge: 8.845892876130357e-07
Training time for Ridge: 0.0004138946533203125 seconds
Testing time for Ridge: 0.00024509429931640625 seconds
RMSE for Ridge: 3.412510536442358e-08
MAE for Ridge: 2.6090989303506617e-08
Training time for Ridge: 0.0007271766662597656 seconds
Testing time for Ridge: 0.0002810955047607422 seconds
RMSE for Ridge: 2.5031314765285098e-08
MAE for Ridge: 1.9138158627862722e-08
Training time for Ridge: 0.0005450248718261719 seconds
Testing time for Ridge: 0.000270843505859375 seconds
RMSE for Ridge: 0.00197636286597524
MAE for Ridge: 0.0015096959748990791
Training time for Ridge: 0.0006730556488037109 seconds
Testing time for Ridge: 0.0002789497375488281 seconds
RMSE for Ridge: 0.0004279554291042191
MAE for Ridge: 0.00032718454091263836
Training time for Ridge: 0.00045180320739746094 seconds
Testing time for Ridge: 0.00026106834411621094 seconds
RMSE for Ridge: 6.7906004693711e-08
MAE for Ridge: 5.1918807545403566e-08
Training time for Ridge: 0.00043892860412597656 seconds
Testing time for Ridge: 0.0002830028533935547 seconds
RMSE for Ridge: 1.0450339435910085e-06
MAE for Ridge: 7.990006941616112e-07
Training time for Ridge: 0.00043010711669921875 seconds
Testing time for Ridge: 0.00025582313537597656 seconds
RMSE for Ridge: 1.4793458627885825e-06
MAE for Ridge: 1.1310624198779261e-06
Training time for Ridge: 0.00043582916259765625 seconds
Testing time for Ridge: 0.00025916099548339844 seconds
RMSE for Ridge: 7.632817716795583e-07
MAE for Ridge: 5.835815964427838e-07
Training time for Ridge: 0.00043320655822753906 seconds
Testing time for Ridge: 0.000354766845703125 seconds
RMSE for Ridge: 4.727754834889222e-07
MAE for Ridge: 3.614694366715909e-07
Training time for Ridge: 0.0004837512969970703 seconds
Testing time for Ridge: 0.0002732276916503906 seconds
RMSE for Ridge: 3.871131231989788e-07
MAE for Ridge: 2.95974645107e-07
Training time for Ridge: 0.00047707557678222656 seconds
Testing time for Ridge: 0.0002689361572265625 seconds
RMSE for Ridge: 1.2968942832019133e-06
MAE for Ridge: 9.915654543357632e-07
Training time for Ridge: 0.0005590915679931641 seconds
Testing time for Ridge: 0.0002930164337158203 seconds
RMSE for Ridge: 4.675805452119981e-07
MAE for Ridge: 3.574975492004473e-07
Training time for Ridge: 0.0004868507385253906 seconds
Testing time for Ridge: 0.0002722740173339844 seconds
RMSE for Ridge: 2.2257280889241322e-07
MAE for Ridge: 1.701722284463969e-07
Training time for Ridge: 0.0005078315734863281 seconds
Testing time for Ridge: 0.00042819976806640625 seconds
RMSE for Ridge: 0.001269759765020556
MAE for Ridge: 0.0009703670332872094
Training time for Ridge: 0.0005822181701660156 seconds
Testing time for Ridge: 0.0002918243408203125 seconds
RMSE for Ridge: 1.2142448965931515e-06
MAE for Ridge: 9.283742420129748e-07
Training time for Ridge: 0.00045990943908691406 seconds
Testing time for Ridge: 0.00025916099548339844 seconds
RMSE for Ridge: 4.791324444592181e-07
MAE for Ridge: 3.66329770491447e-07
Training time for Ridge: 0.00044918060302734375 seconds
Testing time for Ridge: 0.00025200843811035156 seconds
RMSE for Ridge: 0.0017324628621077488
MAE for Ridge: 0.0013236154507509689
Training time for Ridge: 0.0004248619079589844 seconds
Testing time for Ridge: 0.0002491474151611328 seconds
RMSE for Ridge: 0.0013126389400282515
MAE for Ridge: 0.001003110486477662
Training time for Ridge: 0.00042176246643066406 seconds
Testing time for Ridge: 0.00027108192443847656 seconds
RMSE for Ridge: 0.0012983202760994295
MAE for Ridge: 0.0009921767115178548
Training time for Ridge: 0.0004601478576660156 seconds
Testing time for Ridge: 0.00026869773864746094 seconds
RMSE for Ridge: 0.001990976357022502
MAE for Ridge: 0.00152084201953243
Training time for Ridge: 0.00044989585876464844 seconds
Testing time for Ridge: 0.0002551078796386719 seconds
RMSE for Ridge: 0.00038334466703404235
MAE for Ridge: 0.0002930862438400339
Training time for Ridge: 0.0006823539733886719 seconds
Testing time for Ridge: 0.00026488304138183594 seconds
RMSE for Ridge: 0.0008342031242670344
MAE for Ridge: 0.0006376431659395421
Training time for Ridge: 0.0005660057067871094 seconds
Testing time for Ridge: 0.0003311634063720703 seconds
RMSE for Ridge: 3.4975178979602e-07
MAE for Ridge: 2.674093265397914e-07
Training time for Ridge: 0.0006122589111328125 seconds
Testing time for Ridge: 0.00031304359436035156 seconds
RMSE for Ridge: 1.6804049754900937e-07
MAE for Ridge: 1.284785195965199e-07
Training time for Ridge: 0.0004899501800537109 seconds
Testing time for Ridge: 0.0002682209014892578 seconds
RMSE for Ridge: 1.3430851349380682e-06
MAE for Ridge: 1.0268815865521752e-06
Training time for Ridge: 0.0004601478576660156 seconds
Testing time for Ridge: 0.0002639293670654297 seconds
RMSE for Ridge: 8.47208972977622e-08
MAE for Ridge: 6.477495262169342e-08
Training time for Ridge: 0.00047469139099121094 seconds
Testing time for Ridge: 0.000263214111328125 seconds
RMSE for Ridge: 1.2375162558262027e-06
MAE for Ridge: 9.461668156562908e-07
Training time for Ridge: 0.0004508495330810547 seconds
Testing time for Ridge: 0.0002560615539550781 seconds
RMSE for Ridge: 1.525713420098216e-06
MAE for Ridge: 1.166513658121815e-06
Training time for Ridge: 0.0004489421844482422 seconds
Testing time for Ridge: 0.0002770423889160156 seconds
RMSE for Ridge: 0.000967699702772176
MAE for Ridge: 0.0007396442247857626
Training time for Ridge: 0.0005009174346923828 seconds
Testing time for Ridge: 0.0003361701965332031 seconds
RMSE for Ridge: 0.0009315746719780776
MAE for Ridge: 0.0007120438631200288
Training time for Ridge: 0.0005519390106201172 seconds
Testing time for Ridge: 0.00026607513427734375 seconds
RMSE for Ridge: 0.0020524505179115387
MAE for Ridge: 0.0015677383213079444
Training time for Ridge: 0.0005261898040771484 seconds
Testing time for Ridge: 0.0003008842468261719 seconds
RMSE for Ridge: 0.0017684087299485321
MAE for Ridge: 0.001351045884089076
Training time for Ridge: 0.00045800209045410156 seconds
Testing time for Ridge: 0.0002658367156982422 seconds
RMSE for Ridge: 0.0015284029082703685
MAE for Ridge: 0.0011678603611249895
Training time for Ridge: 0.00044798851013183594 seconds
Testing time for Ridge: 0.0002701282501220703 seconds
RMSE for Ridge: 1.6612235247407186e-07
MAE for Ridge: 1.2701196840492202e-07
Training time for Ridge: 0.00043010711669921875 seconds
Testing time for Ridge: 0.0002949237823486328 seconds
RMSE for Ridge: 1.1187804695367998e-07
MAE for Ridge: 8.553845896930312e-08
Training time for Ridge: 0.0004200935363769531 seconds
Testing time for Ridge: 0.00024700164794921875 seconds
RMSE for Ridge: 0.0017334678784268805
MAE for Ridge: 0.0013243824095260858
Training time for Ridge: 0.0004298686981201172 seconds
Testing time for Ridge: 0.00024509429931640625 seconds
RMSE for Ridge: 0.0014578760730677121
MAE for Ridge: 0.0011140150561711859
Training time for Ridge: 0.000431060791015625 seconds
Testing time for Ridge: 0.00025010108947753906 seconds
RMSE for Ridge: 1.8052441492266578e-09
MAE for Ridge: 1.3802338683088778e-09
Training time for Ridge: 0.0004191398620605469 seconds
Testing time for Ridge: 0.0002448558807373047 seconds
RMSE for Ridge: 7.390778192163474e-07
MAE for Ridge: 5.650760001574273e-07
Training time for Ridge: 0.00043702125549316406 seconds
Testing time for Ridge: 0.0002460479736328125 seconds
RMSE for Ridge: 2.4140075033216407e-08
MAE for Ridge: 1.8456746510020494e-08
Training time for Ridge: 0.00041604042053222656 seconds
Testing time for Ridge: 0.0002448558807373047 seconds
RMSE for Ridge: 0.001382808697552411
MAE for Ridge: 0.0010566960239212376
Training time for Ridge: 0.00041604042053222656 seconds
Testing time for Ridge: 0.0002448558807373047 seconds
RMSE for Ridge: 2.9214042147064374e-08
MAE for Ridge: 2.2336142007084446e-08
Training time for Ridge: 0.000431060791015625 seconds
Testing time for Ridge: 0.0002429485321044922 seconds
RMSE for Ridge: 0.0008454984913041688
MAE for Ridge: 0.0006462741459244903
Training time for Ridge: 0.0004150867462158203 seconds
Testing time for Ridge: 0.00024390220642089844 seconds
RMSE for Ridge: 0.0020457345987680018
MAE for Ridge: 0.0015626152838808382
Training time for Ridge: 0.00041294097900390625 seconds
Testing time for Ridge: 0.00024390220642089844 seconds
RMSE for Ridge: 0.0017817747713209401
MAE for Ridge: 0.0013612450542482867
Training time for Ridge: 0.00043082237243652344 seconds
Testing time for Ridge: 0.0002460479736328125 seconds
RMSE for Ridge: 2.7225323466093267e-08
MAE for Ridge: 2.0815630177306588e-08
Training time for Ridge: 0.0004260540008544922 seconds
Testing time for Ridge: 0.00024700164794921875 seconds
RMSE for Ridge: 1.086477670393696e-07
MAE for Ridge: 8.306868678586988e-08
Training time for Ridge: 0.0004172325134277344 seconds
Testing time for Ridge: 0.000247955322265625 seconds
RMSE for Ridge: 9.885967888258477e-07
MAE for Ridge: 7.55850567717431e-07
Training time for Ridge: 0.0004949569702148438 seconds
Testing time for Ridge: 0.0002627372741699219 seconds
RMSE for Ridge: 0.001293840606132817
MAE for Ridge: 0.0009887559677698066
Training time for Ridge: 0.00043892860412597656 seconds
Testing time for Ridge: 0.00025391578674316406 seconds
RMSE for Ridge: 5.9777736745245784e-05
MAE for Ridge: 4.5705969455686054e-05
Training time for Ridge: 0.00043129920959472656 seconds
Testing time for Ridge: 0.0002510547637939453 seconds
RMSE for Ridge: 1.051289274828599e-06
MAE for Ridge: 8.037833283025542e-07
Training time for Ridge: 0.0004360675811767578 seconds
Testing time for Ridge: 0.0002601146697998047 seconds
RMSE for Ridge: 0.0017841877525242222
MAE for Ridge: 0.0013630862882264994
Training time for Ridge: 0.0004220008850097656 seconds
Testing time for Ridge: 0.0002498626708984375 seconds
RMSE for Ridge: 0.00039781362543818373
MAE for Ridge: 0.0003041458977008016
Training time for Ridge: 0.0004200935363769531 seconds
Testing time for Ridge: 0.000247955322265625 seconds
RMSE for Ridge: 2.2430338279014117e-08
MAE for Ridge: 1.7149534007332435e-08
Training time for Ridge: 0.0004200935363769531 seconds
Testing time for Ridge: 0.00024700164794921875 seconds
RMSE for Ridge: 0.0011640878011641403
MAE for Ridge: 0.0008896638139254376
Training time for Ridge: 0.0004360675811767578 seconds
Testing time for Ridge: 0.000247955322265625 seconds
RMSE for Ridge: 1.9219099393762694e-07
MAE for Ridge: 1.4694323901442986e-07
Training time for Ridge: 0.0004172325134277344 seconds
Testing time for Ridge: 0.00024700164794921875 seconds
RMSE for Ridge: 1.0113378479535876e-07
MAE for Ridge: 7.732373164759388e-08
Training time for Ridge: 0.0004172325134277344 seconds
Testing time for Ridge: 0.000247955322265625 seconds
RMSE for Ridge: 1.0639415363620333e-06
MAE for Ridge: 8.134568595852265e-07
Training time for Ridge: 0.00041484832763671875 seconds
Testing time for Ridge: 0.0002472400665283203 seconds
RMSE for Ridge: 6.909989174370207e-09
MAE for Ridge: 5.283156301327807e-09
Training time for Ridge: 0.0004191398620605469 seconds
Testing time for Ridge: 0.00025081634521484375 seconds
RMSE for Ridge: 3.762362743167465e-09
MAE for Ridge: 2.876586838729267e-09
Training time for Ridge: 0.0004451274871826172 seconds
Testing time for Ridge: 0.00025391578674316406 seconds
RMSE for Ridge: 7.244354165675757e-08
MAE for Ridge: 5.538806658211826e-08
Training time for Ridge: 0.0004181861877441406 seconds
Testing time for Ridge: 0.0002460479736328125 seconds
RMSE for Ridge: 7.194496113180351e-07
MAE for Ridge: 5.50068873317322e-07
Training time for Ridge: 0.0004138946533203125 seconds
Testing time for Ridge: 0.0002582073211669922 seconds
RMSE for Ridge: 0.0004990547739255243
MAE for Ridge: 0.00038152387134798296
Training time for Ridge: 0.0004241466522216797 seconds
Testing time for Ridge: 0.000244140625 seconds
RMSE for Ridge: 2.1292718815693473e-08
MAE for Ridge: 1.6279739508684442e-08
Training time for Ridge: 0.00041604042053222656 seconds
Testing time for Ridge: 0.00024509429931640625 seconds
RMSE for Ridge: 1.2628114745331356e-06
MAE for Ridge: 9.65506770739255e-07
Training time for Ridge: 0.00043392181396484375 seconds
Testing time for Ridge: 0.0002651214599609375 seconds
RMSE for Ridge: 0.0021608908318741333
MAE for Ridge: 0.0016504481763118895
Training time for Ridge: 0.0004138946533203125 seconds
Testing time for Ridge: 0.00024509429931640625 seconds
RMSE for Ridge: 0.0002002746593569354
MAE for Ridge: 0.00015313164326706042
Training time for Ridge: 0.000415802001953125 seconds
Testing time for Ridge: 0.0002460479736328125 seconds
RMSE for Ridge: 0.00020416078382795577
MAE for Ridge: 0.0001561028832136224
Training time for Ridge: 0.00041794776916503906 seconds
Testing time for Ridge: 0.0002529621124267578 seconds
RMSE for Ridge: 0.0014389659447570158
MAE for Ridge: 0.0010995765738873976
Training time for Ridge: 0.0004138946533203125 seconds
Testing time for Ridge: 0.00024390220642089844 seconds
RMSE for Ridge: 0.00040933291018499095
MAE for Ridge: 0.000312950711334653
Training time for Ridge: 0.0004143714904785156 seconds
Testing time for Ridge: 0.00024175643920898438 seconds
RMSE for Ridge: 5.454823832394238e-09
MAE for Ridge: 4.170587960539152e-09
Training time for Ridge: 0.0004177093505859375 seconds
Testing time for Ridge: 0.0002570152282714844 seconds
RMSE for Ridge: 0.0006129721282695109
MAE for Ridge: 0.000468574717214133
Training time for Ridge: 0.00041985511779785156 seconds
Testing time for Ridge: 0.0002422332763671875 seconds
RMSE for Ridge: 5.35674488221895e-10
MAE for Ridge: 4.0955950297849595e-10
Training time for Ridge: 0.0004138946533203125 seconds
Testing time for Ridge: 0.00024700164794921875 seconds
RMSE for Ridge: 0.0015857923311394899
MAE for Ridge: 0.001211670627241438
Training time for Ridge: 0.0004150867462158203 seconds
Testing time for Ridge: 0.00025773048400878906 seconds
RMSE for Ridge: 1.2865546428654488e-06
MAE for Ridge: 9.836600834112196e-07
Training time for Ridge: 0.0004169940948486328 seconds
Testing time for Ridge: 0.00024509429931640625 seconds
RMSE for Ridge: 0.0012922467590250142
MAE for Ridge: 0.0009875388757955982
Training time for Ridge: 0.0004100799560546875 seconds
Testing time for Ridge: 0.000244140625 seconds
RMSE for Ridge: 1.4219514381428038e-09
MAE for Ridge: 1.0871789501987194e-09
Training time for Ridge: 0.00041604042053222656 seconds
Testing time for Ridge: 0.0002617835998535156 seconds
RMSE for Ridge: 1.4495316063498555e-06
MAE for Ridge: 1.1082673416684674e-06
Training time for Ridge: 0.00041222572326660156 seconds
Testing time for Ridge: 0.0002448558807373047 seconds
RMSE for Ridge: 2.363538406089102e-08
MAE for Ridge: 1.8070875108522344e-08
Training time for Ridge: 0.00041604042053222656 seconds
Testing time for Ridge: 0.0002598762512207031 seconds
RMSE for Ridge: 1.7983745655566481e-09
MAE for Ridge: 1.3749789029571246e-09
Training time for Ridge: 0.0004208087921142578 seconds
Testing time for Ridge: 0.0002639293670654297 seconds
RMSE for Ridge: 3.744861339051339e-09
MAE for Ridge: 2.8632019299923427e-09
Training time for Ridge: 0.0004177093505859375 seconds
Testing time for Ridge: 0.00024700164794921875 seconds
RMSE for Ridge: 0.00023205550765811173
MAE for Ridge: 0.0001774301677963397
Training time for Ridge: 0.00041222572326660156 seconds
Testing time for Ridge: 0.00024271011352539062 seconds
RMSE for Ridge: 1.9119248081630488e-08
MAE for Ridge: 1.4617976989983461e-08
Training time for Ridge: 0.00044226646423339844 seconds
Testing time for Ridge: 0.00026798248291015625 seconds
RMSE for Ridge: 6.029585899238149e-05
MAE for Ridge: 4.610213588277845e-05
Training time for Ridge: 0.0004322528839111328 seconds
Testing time for Ridge: 0.00024890899658203125 seconds
RMSE for Ridge: 2.1429625685497144e-08
MAE for Ridge: 1.6384420321591263e-08
Training time for Ridge: 0.0004169940948486328 seconds
Testing time for Ridge: 0.0002491474151611328 seconds
RMSE for Ridge: 2.6974324150751832e-09
MAE for Ridge: 2.062375827893703e-09
Training time for Ridge: 0.0004260540008544922 seconds
Testing time for Ridge: 0.00024175643920898438 seconds
RMSE for Ridge: 9.819678622722764e-07
MAE for Ridge: 7.507822889218918e-07
Training time for Ridge: 0.00041294097900390625 seconds
Testing time for Ridge: 0.00024127960205078125 seconds
RMSE for Ridge: 0.002192933982249243
MAE for Ridge: 0.0016748842775802675
Training time for Ridge: 0.0004177093505859375 seconds
Testing time for Ridge: 0.0002429485321044922 seconds
RMSE for Ridge: 0.0008341694094378905
MAE for Ridge: 0.0006376174039254457
Training time for Ridge: 0.00044727325439453125 seconds
Testing time for Ridge: 0.0002498626708984375 seconds
RMSE for Ridge: 0.002187130716632765
MAE for Ridge: 0.001670458844480508
Training time for Ridge: 0.0004169940948486328 seconds
Testing time for Ridge: 0.00025773048400878906 seconds
RMSE for Ridge: 3.1962815076486944e-09
MAE for Ridge: 2.443774663740683e-09
Training time for Ridge: 0.00040912628173828125 seconds
Testing time for Ridge: 0.0002448558807373047 seconds
RMSE for Ridge: 6.220266328251793e-10
MAE for Ridge: 4.7557968563261e-10
Training time for Ridge: 0.00041794776916503906 seconds
Testing time for Ridge: 0.0002429485321044922 seconds
RMSE for Ridge: 0.00018033749362035616
MAE for Ridge: 0.00013788797344339022
Training time for Ridge: 0.00041103363037109375 seconds
Testing time for Ridge: 0.0002448558807373047 seconds
RMSE for Ridge: 0.0018553293476600505
MAE for Ridge: 0.0014173669989831783
Training time for Ridge: 0.00042700767517089844 seconds
Testing time for Ridge: 0.00024509429931640625 seconds
RMSE for Ridge: 0.001533117172637804
MAE for Ridge: 0.0011714593341811475
Training time for Ridge: 0.0004169940948486328 seconds
Testing time for Ridge: 0.000244140625 seconds
RMSE for Ridge: 1.1475436717896156e-08
MAE for Ridge: 8.773757059765685e-09
Training time for Ridge: 0.0004150867462158203 seconds
Testing time for Ridge: 0.00024390220642089844 seconds
RMSE for Ridge: 0.0021418907182209138
MAE for Ridge: 0.0016359578320493762
Training time for Ridge: 0.00041103363037109375 seconds
Testing time for Ridge: 0.00024509429931640625 seconds
RMSE for Ridge: 1.2540590940523216e-09
MAE for Ridge: 9.588117033665356e-10
Training time for Ridge: 0.0004382133483886719 seconds
Testing time for Ridge: 0.00025177001953125 seconds
RMSE for Ridge: 0.0017120513912597395
MAE for Ridge: 0.0013080385001315031
Training time for Ridge: 0.0004143714904785156 seconds
Testing time for Ridge: 0.0002448558807373047 seconds
RMSE for Ridge: 0.0016030720414974067
MAE for Ridge: 0.0012248608118692128
Training time for Ridge: 0.00041174888610839844 seconds
Testing time for Ridge: 0.0002472400665283203 seconds
RMSE for Ridge: 0.0003924353579804702
MAE for Ridge: 0.0003000349370553823
Training time for Ridge: 0.0004208087921142578 seconds
Testing time for Ridge: 0.000244140625 seconds
RMSE for Ridge: 1.1677013151627891e-09
MAE for Ridge: 8.927865458030481e-10
Training time for Ridge: 0.0004119873046875 seconds
Testing time for Ridge: 0.000244140625 seconds
RMSE for Ridge: 1.3191878129386676e-08
MAE for Ridge: 1.008610097552598e-08
Training time for Ridge: 0.0004169940948486328 seconds
Testing time for Ridge: 0.0002460479736328125 seconds
RMSE for Ridge: 0.0009660692725068987
MAE for Ridge: 0.0007383985684678052
Training time for Ridge: 0.0004191398620605469 seconds
Testing time for Ridge: 0.00024199485778808594 seconds
RMSE for Ridge: 0.00032148883985684383
MAE for Ridge: 0.00024580246811344074
Training time for Ridge: 0.0004181861877441406 seconds
Testing time for Ridge: 0.00024390220642089844 seconds
RMSE for Ridge: 3.110241916456428e-09
MAE for Ridge: 2.377993421065483e-09
Training time for Ridge: 0.00042819976806640625 seconds
Testing time for Ridge: 0.0002460479736328125 seconds
RMSE for Ridge: 3.981640951647211e-09
MAE for Ridge: 3.044236973615e-09
Training time for Ridge: 0.00042510032653808594 seconds
Testing time for Ridge: 0.00024700164794921875 seconds
RMSE for Ridge: 0.0015179912451797283
MAE for Ridge: 0.0011599117615533748
Training time for Ridge: 0.000431060791015625 seconds
Testing time for Ridge: 0.0002541542053222656 seconds
RMSE for Ridge: 1.2050727580226808e-06
MAE for Ridge: 9.213615027348076e-07
Training time for Ridge: 0.0004448890686035156 seconds
Testing time for Ridge: 0.00025916099548339844 seconds
RMSE for Ridge: 0.000831513694472401
MAE for Ridge: 0.0006355881281475883
Training time for Ridge: 0.0004601478576660156 seconds
Testing time for Ridge: 0.00025200843811035156 seconds
RMSE for Ridge: 0.0017300359547055945
MAE for Ridge: 0.0013217633969378195
Training time for Ridge: 0.00045990943908691406 seconds
Testing time for Ridge: 0.00027179718017578125 seconds
RMSE for Ridge: 0.0005695195875087503
MAE for Ridge: 0.0004353712219036598
Training time for Ridge: 0.00043702125549316406 seconds
Testing time for Ridge: 0.0002460479736328125 seconds
RMSE for Ridge: 0.002029637966801317
MAE for Ridge: 0.0015503361478411814
Training time for Ridge: 0.0004222393035888672 seconds
Testing time for Ridge: 0.0002467632293701172 seconds
RMSE for Ridge: 0.0020249941766114013
MAE for Ridge: 0.001546793605205462
Training time for Ridge: 0.0004279613494873047 seconds
Testing time for Ridge: 0.0002560615539550781 seconds
RMSE for Ridge: 8.077896999170347e-07
MAE for Ridge: 6.176109935629448e-07
Training time for Ridge: 0.0006780624389648438 seconds
Testing time for Ridge: 0.00036215782165527344 seconds
RMSE for Ridge: 8.087515504799555e-07
MAE for Ridge: 6.183463944386958e-07
Training time for Ridge: 0.0005202293395996094 seconds
Testing time for Ridge: 0.0002770423889160156 seconds
RMSE for Ridge: 0.0017008597158208359
MAE for Ridge: 0.0012994973413973522
Training time for Ridge: 0.0004229545593261719 seconds
Testing time for Ridge: 0.0002448558807373047 seconds
RMSE for Ridge: 0.0019404822880953391
MAE for Ridge: 0.0014823274747554028
Training time for Ridge: 0.0005612373352050781 seconds
Testing time for Ridge: 0.00027871131896972656 seconds
RMSE for Ridge: 2.2333475191872256e-09
MAE for Ridge: 1.7075477631856017e-09
Training time for Ridge: 0.00045108795166015625 seconds
Testing time for Ridge: 0.0002617835998535156 seconds
RMSE for Ridge: 1.7858813499130765e-08
MAE for Ridge: 1.3654292198017615e-08
Training time for Ridge: 0.0004329681396484375 seconds
Testing time for Ridge: 0.00026607513427734375 seconds
RMSE for Ridge: 9.814424189473091e-07
MAE for Ridge: 7.503805507191874e-07
Training time for Ridge: 0.00042700767517089844 seconds
Testing time for Ridge: 0.00025010108947753906 seconds
RMSE for Ridge: 3.2645366868947437e-07
MAE for Ridge: 2.4959630435694715e-07
Training time for Ridge: 0.00041985511779785156 seconds
Testing time for Ridge: 0.0002639293670654297 seconds
RMSE for Ridge: 9.825696673430603e-07
MAE for Ridge: 7.51242409401387e-07
Training time for Ridge: 0.0004279613494873047 seconds
Testing time for Ridge: 0.00029587745666503906 seconds
RMSE for Ridge: 0.0009031340596741265
MAE for Ridge: 0.0006903136006714738
Training time for Ridge: 0.00043010711669921875 seconds
Testing time for Ridge: 0.0002460479736328125 seconds
RMSE for Ridge: 0.0012162334508711555
MAE for Ridge: 0.0009294899307110437
Training time for Ridge: 0.0004181861877441406 seconds
Testing time for Ridge: 0.0002448558807373047 seconds
RMSE for Ridge: 0.002008042611178285
MAE for Ridge: 0.001533861705441336
Training time for Ridge: 0.00041604042053222656 seconds
Testing time for Ridge: 0.00025177001953125 seconds
RMSE for Ridge: 2.247011326016388e-09
MAE for Ridge: 1.717993403094198e-09
Training time for Ridge: 0.0004169940948486328 seconds
Testing time for Ridge: 0.00024580955505371094 seconds
RMSE for Ridge: 0.0011733547551338998
MAE for Ridge: 0.0008967416696115815
Training time for Ridge: 0.00041103363037109375 seconds
Testing time for Ridge: 0.0002448558807373047 seconds
RMSE for Ridge: 0.0012303266019953474
MAE for Ridge: 0.0009402529688320938
Training time for Ridge: 0.0004189014434814453 seconds
Testing time for Ridge: 0.00024580955505371094 seconds
RMSE for Ridge: 1.2932147699300459e-08
MAE for Ridge: 9.887515116657753e-09
Training time for Ridge: 0.00041103363037109375 seconds
Testing time for Ridge: 0.0002429485321044922 seconds
RMSE for Ridge: 5.31148571839793e-10
MAE for Ridge: 4.0609877904884685e-10
Training time for Ridge: 0.0004150867462158203 seconds
Testing time for Ridge: 0.00026702880859375 seconds
RMSE for Ridge: 0.001369993928534617
MAE for Ridge: 0.0010469103634575738
Training time for Ridge: 0.0004930496215820312 seconds
Testing time for Ridge: 0.0003101825714111328 seconds
RMSE for Ridge: 0.00099033596909757
MAE for Ridge: 0.000756938139106359
Training time for Ridge: 0.0005009174346923828 seconds
Testing time for Ridge: 0.0005049705505371094 seconds
RMSE for Ridge: 0.0014328529033244607
MAE for Ridge: 0.0010949089736889072
Training time for Ridge: 0.0007357597351074219 seconds
Testing time for Ridge: 0.0003199577331542969 seconds
RMSE for Ridge: 0.0004307335645172584
MAE for Ridge: 0.0003293079253613651
Training time for Ridge: 0.0004649162292480469 seconds
Testing time for Ridge: 0.00026702880859375 seconds
RMSE for Ridge: 0.0003300271726214221
MAE for Ridge: 0.0002523296101656236
Training time for Ridge: 0.0004298686981201172 seconds
Testing time for Ridge: 0.00027108192443847656 seconds
RMSE for Ridge: 1.1451288930355142e-08
MAE for Ridge: 8.755295461959634e-09
Training time for Ridge: 0.0004229545593261719 seconds
Testing time for Ridge: 0.0002491474151611328 seconds
RMSE for Ridge: 9.114427481720104e-10
MAE for Ridge: 6.96861756077638e-10
Training time for Ridge: 0.0004181861877441406 seconds
Testing time for Ridge: 0.00024771690368652344 seconds
RMSE for Ridge: 8.787115662035053e-05
MAE for Ridge: 6.718685390375789e-05
Training time for Ridge: 0.00041604042053222656 seconds
Testing time for Ridge: 0.0002467632293701172 seconds
RMSE for Ridge: 0.0005967579100979734
MAE for Ridge: 0.0004561840990471211
Training time for Ridge: 0.0004169940948486328 seconds
Testing time for Ridge: 0.0002429485321044922 seconds
RMSE for Ridge: 1.4395518549223225e-09
MAE for Ridge: 1.1006330813412291e-09
Training time for Ridge: 0.0004150867462158203 seconds
Testing time for Ridge: 0.0002498626708984375 seconds
RMSE for Ridge: 7.048892203975019e-09
MAE for Ridge: 5.3893605667099106e-09
Training time for Ridge: 0.00045371055603027344 seconds
Testing time for Ridge: 0.0002651214599609375 seconds
RMSE for Ridge: 0.0010538551154929908
MAE for Ridge: 0.0008054632003035667
Training time for Ridge: 0.00041222572326660156 seconds
Testing time for Ridge: 0.0002448558807373047 seconds
RMSE for Ridge: 6.666117725381329e-10
MAE for Ridge: 5.096684174699107e-10
Training time for Ridge: 0.00041604042053222656 seconds
Testing time for Ridge: 0.00024437904357910156 seconds
RMSE for Ridge: 0.0018102531313056842
MAE for Ridge: 0.00138297498670786
Training time for Ridge: 0.00041484832763671875 seconds
Testing time for Ridge: 0.0002570152282714844 seconds
RMSE for Ridge: 0.0005419310336927852
MAE for Ridge: 0.00041428962798723765
Training time for Ridge: 0.0004119873046875 seconds
Testing time for Ridge: 0.000244140625 seconds
RMSE for Ridge: 3.043654808086581e-10
MAE for Ridge: 2.3270823157339747e-10
Training time for Ridge: 0.0004169940948486328 seconds
Testing time for Ridge: 0.000247955322265625 seconds
RMSE for Ridge: 0.0017725821089781242
MAE for Ridge: 0.0013542304770596892
Training time for Ridge: 0.00041985511779785156 seconds
Testing time for Ridge: 0.00026416778564453125 seconds
RMSE for Ridge: 0.0004298058125002366
MAE for Ridge: 0.0003285988270953466
Training time for Ridge: 0.00046324729919433594 seconds
Testing time for Ridge: 0.0002617835998535156 seconds
RMSE for Ridge: 1.1294524434809992e-08
MAE for Ridge: 8.635443076165927e-09
Training time for Ridge: 0.0004630088806152344 seconds
Testing time for Ridge: 0.0002639293670654297 seconds
RMSE for Ridge: 0.002116913937357358
MAE for Ridge: 0.0016169084510135557
Training time for Ridge: 0.0005161762237548828 seconds
Testing time for Ridge: 0.00028395652770996094 seconds
RMSE for Ridge: 2.8848205419862194e-09
MAE for Ridge: 2.2056429316297256e-09
Training time for Ridge: 0.00044727325439453125 seconds
Testing time for Ridge: 0.0002598762512207031 seconds
RMSE for Ridge: 1.0261226279051677e-09
MAE for Ridge: 7.845397875794192e-10
Training time for Ridge: 0.0004317760467529297 seconds
Testing time for Ridge: 0.0002701282501220703 seconds
RMSE for Ridge: 0.00018300282246902624
MAE for Ridge: 0.00013992586201493128
Training time for Ridge: 0.00043582916259765625 seconds
Testing time for Ridge: 0.000247955322265625 seconds
RMSE for Ridge: 0.0020870318363151487
MAE for Ridge: 0.0015941164495270567
Training time for Ridge: 0.00041794776916503906 seconds
Testing time for Ridge: 0.0002460479736328125 seconds
RMSE for Ridge: 0.0020062639440997
MAE for Ridge: 0.0015325047804599023
Training time for Ridge: 0.00041675567626953125 seconds
Testing time for Ridge: 0.0002448558807373047 seconds
RMSE for Ridge: 0.001096689100277436
MAE for Ridge: 0.0008381833817567319
Training time for Ridge: 0.0004153251647949219 seconds
Testing time for Ridge: 0.00024509429931640625 seconds
RMSE for Ridge: 2.749695589013639e-05
MAE for Ridge: 2.102374163209242e-05
Training time for Ridge: 0.0004322528839111328 seconds
Testing time for Ridge: 0.00025010108947753906 seconds
RMSE for Ridge: 0.0014329683144831094
MAE for Ridge: 0.0010949970960880328
Training time for Ridge: 0.0004220008850097656 seconds
Testing time for Ridge: 0.0002429485321044922 seconds
RMSE for Ridge: 0.0015999987923780642
MAE for Ridge: 0.0012225149281969805
Training time for Ridge: 0.00041413307189941406 seconds
Testing time for Ridge: 0.0002448558807373047 seconds
RMSE for Ridge: 6.571974013887489e-10
MAE for Ridge: 5.024700200362275e-10
Training time for Ridge: 0.00041294097900390625 seconds
Testing time for Ridge: 0.00024008750915527344 seconds
RMSE for Ridge: 0.0006571678422736715
MAE for Ridge: 0.0005023532569662436
Training time for Ridge: 0.00041174888610839844 seconds
Testing time for Ridge: 0.000244140625 seconds
RMSE for Ridge: 0.0015108302878875253
MAE for Ridge: 0.0011544447704756777
Training time for Ridge: 0.00041222572326660156 seconds
Testing time for Ridge: 0.00024509429931640625 seconds
RMSE for Ridge: 0.001122327418697466
MAE for Ridge: 0.0008577670576663643
Training time for Ridge: 0.00041174888610839844 seconds
Testing time for Ridge: 0.000244140625 seconds
RMSE for Ridge: 1.657960436103713e-08
MAE for Ridge: 1.2676244756093524e-08
Training time for Ridge: 0.00041604042053222656 seconds
Testing time for Ridge: 0.00024390220642089844 seconds
RMSE for Ridge: 0.00017518536009826106
MAE for Ridge: 0.0001339486808679402
Training time for Ridge: 0.00043392181396484375 seconds
Testing time for Ridge: 0.0002529621124267578 seconds
RMSE for Ridge: 0.001370880064693104
MAE for Ridge: 0.0010475870445755952
Training time for Ridge: 0.0004608631134033203 seconds
Testing time for Ridge: 0.00026106834411621094 seconds
RMSE for Ridge: 0.00022924159364772978
MAE for Ridge: 0.00017527878301785594
Training time for Ridge: 0.0004558563232421875 seconds
Testing time for Ridge: 0.0002713203430175781 seconds
RMSE for Ridge: 5.749139114804722e-05
MAE for Ridge: 4.395778607082956e-05
Training time for Ridge: 0.0004286766052246094 seconds
Testing time for Ridge: 0.0002532005310058594 seconds
RMSE for Ridge: 1.2141931636237932e-09
MAE for Ridge: 9.283329882592284e-10
Training time for Ridge: 0.00042700767517089844 seconds
Testing time for Ridge: 0.00024390220642089844 seconds
RMSE for Ridge: 0.00046670152518008055
MAE for Ridge: 0.00035679801178083225
Training time for Ridge: 0.0004112720489501953 seconds
Testing time for Ridge: 0.00025272369384765625 seconds
RMSE for Ridge: 7.371527200498916e-10
MAE for Ridge: 5.636017363919165e-10
Training time for Ridge: 0.00041294097900390625 seconds
Testing time for Ridge: 0.00024700164794921875 seconds
RMSE for Ridge: 1.205465967247963e-08
MAE for Ridge: 9.216611895901394e-09
Training time for Ridge: 0.0004119873046875 seconds
Testing time for Ridge: 0.00024390220642089844 seconds
RMSE for Ridge: 7.131847626350045e-09
MAE for Ridge: 5.452785565296381e-09
Training time for Ridge: 0.0004172325134277344 seconds
Testing time for Ridge: 0.00025582313537597656 seconds
RMSE for Ridge: 0.0015024086631046547
MAE for Ridge: 0.0011480152417182976
Training time for Ridge: 0.0004119873046875 seconds
Testing time for Ridge: 0.00024390220642089844 seconds
RMSE for Ridge: 2.821024886544862e-10
MAE for Ridge: 2.1568733243881866e-10
Training time for Ridge: 0.0004169940948486328 seconds
Testing time for Ridge: 0.0002541542053222656 seconds
RMSE for Ridge: 0.0004549548806318127
MAE for Ridge: 0.0003478203194366247
Training time for Ridge: 0.00041604042053222656 seconds
Testing time for Ridge: 0.0002601146697998047 seconds
RMSE for Ridge: 0.0018563144243047014
MAE for Ridge: 0.0014181185509953265
Training time for Ridge: 0.0004138946533203125 seconds
Testing time for Ridge: 0.00024390220642089844 seconds
RMSE for Ridge: 0.0008537152733663287
MAE for Ridge: 0.0006525528124318625
Training time for Ridge: 0.0004119873046875 seconds
Testing time for Ridge: 0.000244140625 seconds
RMSE for Ridge: 0.0005269530684772708
MAE for Ridge: 0.0004028438635691611
Training time for Ridge: 0.0004220008850097656 seconds
Testing time for Ridge: 0.00024771690368652344 seconds
RMSE for Ridge: 0.00034768179780344475
MAE for Ridge: 0.00026582543971819694
Training time for Ridge: 0.00041413307189941406 seconds
Testing time for Ridge: 0.00024390220642089844 seconds
RMSE for Ridge: 0.00017496673998609264
MAE for Ridge: 0.00013378152476337335
Training time for Ridge: 0.00040984153747558594 seconds
Testing time for Ridge: 0.00024318695068359375 seconds
RMSE for Ridge: 0.0019910899395238443
MAE for Ridge: 0.0015209286500576346
Training time for Ridge: 0.0004169940948486328 seconds
Testing time for Ridge: 0.00024580955505371094 seconds
RMSE for Ridge: 0.0021342521334700784
MAE for Ridge: 0.0016301321239906418
Training time for Ridge: 0.00041031837463378906 seconds
Testing time for Ridge: 0.0002510547637939453 seconds
RMSE for Ridge: 0.0008216869772563621
MAE for Ridge: 0.0006280793117418459
Training time for Ridge: 0.0005860328674316406 seconds
Testing time for Ridge: 0.0003330707550048828 seconds
RMSE for Ridge: 0.00010093075480904588
MAE for Ridge: 7.717255679092094e-05
Training time for Ridge: 0.0004990100860595703 seconds
Testing time for Ridge: 0.00026702880859375 seconds
RMSE for Ridge: 7.814704903070268e-10
MAE for Ridge: 5.97488253317735e-10
Training time for Ridge: 0.0004398822784423828 seconds
Testing time for Ridge: 0.0002529621124267578 seconds
RMSE for Ridge: 2.1832466019539102e-09
MAE for Ridge: 1.6692400950368836e-09
Training time for Ridge: 0.00041294097900390625 seconds
Testing time for Ridge: 0.0002460479736328125 seconds
RMSE for Ridge: 0.0014773797239020067
MAE for Ridge: 0.00112890622120154
Training time for Ridge: 0.0004131793975830078 seconds
Testing time for Ridge: 0.0002460479736328125 seconds
RMSE for Ridge: 0.0019535786099975543
MAE for Ridge: 0.0014923171647972945
Training time for Ridge: 0.0004210472106933594 seconds
Testing time for Ridge: 0.00024580955505371094 seconds
RMSE for Ridge: 0.0004917763379087846
MAE for Ridge: 0.00037596147919504054
Training time for Ridge: 0.0004119873046875 seconds
Testing time for Ridge: 0.00025200843811035156 seconds
RMSE for Ridge: 5.827452261690182e-10
MAE for Ridge: 4.455492885746537e-10
Training time for Ridge: 0.0004112720489501953 seconds
Testing time for Ridge: 0.0002429485321044922 seconds
RMSE for Ridge: 2.575361730822376e-10
MAE for Ridge: 1.969037510818339e-10
Training time for Ridge: 0.00043201446533203125 seconds
Testing time for Ridge: 0.00025010108947753906 seconds
RMSE for Ridge: 0.0007511444701163989
MAE for Ridge: 0.0005741735081673005
Training time for Ridge: 0.00042176246643066406 seconds
Testing time for Ridge: 0.0002543926239013672 seconds
RMSE for Ridge: 0.0010528279030324285
MAE for Ridge: 0.0008046785037019056
Training time for Ridge: 0.0004169940948486328 seconds
Testing time for Ridge: 0.00024390220642089844 seconds
RMSE for Ridge: 1.0237125093965438e-09
MAE for Ridge: 7.826971115676429e-10
Training time for Ridge: 0.0004107952117919922 seconds
Testing time for Ridge: 0.000244140625 seconds
RMSE for Ridge: 0.00111596523875835
MAE for Ridge: 0.000852907416445724
Training time for Ridge: 0.0004112720489501953 seconds
Testing time for Ridge: 0.00025272369384765625 seconds
RMSE for Ridge: 4.700665055230689e-10
MAE for Ridge: 3.5939796472206354e-10
Training time for Ridge: 0.0004112720489501953 seconds
Testing time for Ridge: 0.0002448558807373047 seconds
RMSE for Ridge: 3.286028946785752e-09
MAE for Ridge: 2.5123957192452197e-09
Training time for Ridge: 0.0004260540008544922 seconds
Testing time for Ridge: 0.00024390220642089844 seconds
RMSE for Ridge: 1.1686705036901466e-08
MAE for Ridge: 8.935288603462154e-09
Training time for Ridge: 0.0004112720489501953 seconds
Testing time for Ridge: 0.0003268718719482422 seconds
RMSE for Ridge: 0.0015648796653337513
MAE for Ridge: 0.0011957067248778886
Training time for Ridge: 0.0004630088806152344 seconds
Testing time for Ridge: 0.00025916099548339844 seconds
RMSE for Ridge: 0.0017370170798552077
MAE for Ridge: 0.0013270909017080346
Training time for Ridge: 0.00043511390686035156 seconds
Testing time for Ridge: 0.00025391578674316406 seconds
RMSE for Ridge: 0.0009044632277119685
MAE for Ridge: 0.0006913291803310617
Training time for Ridge: 0.00043702125549316406 seconds
Testing time for Ridge: 0.0002491474151611328 seconds
RMSE for Ridge: 4.5675913872140204e-10
MAE for Ridge: 3.492197631072003e-10
Training time for Ridge: 0.0005419254302978516 seconds
Testing time for Ridge: 0.0002830028533935547 seconds
RMSE for Ridge: 3.200633664079906e-09
MAE for Ridge: 2.4471051485175368e-09
Training time for Ridge: 0.00048804283142089844 seconds
Testing time for Ridge: 0.0002741813659667969 seconds
RMSE for Ridge: 1.8529291746994376e-09
MAE for Ridge: 1.4166921391556287e-09
Training time for Ridge: 0.00046324729919433594 seconds
Testing time for Ridge: 0.0002548694610595703 seconds
RMSE for Ridge: 7.043824924732719e-10
MAE for Ridge: 5.385499401988625e-10
Training time for Ridge: 0.0004279613494873047 seconds
Testing time for Ridge: 0.000247955322265625 seconds
RMSE for Ridge: 1.2439535815669541e-09
MAE for Ridge: 9.510839749093946e-10
Training time for Ridge: 0.00042128562927246094 seconds
Testing time for Ridge: 0.00025177001953125 seconds
RMSE for Ridge: 8.123411040890596e-10
MAE for Ridge: 6.210891445590505e-10
Training time for Ridge: 0.0004169940948486328 seconds
Testing time for Ridge: 0.00024700164794921875 seconds
RMSE for Ridge: 0.0016120679543279652
MAE for Ridge: 0.0012317275276581673
Training time for Ridge: 0.0004467964172363281 seconds
Testing time for Ridge: 0.0002510547637939453 seconds
RMSE for Ridge: 2.447051131946261e-09
MAE for Ridge: 1.870938032277891e-09
Training time for Ridge: 0.0004298686981201172 seconds
Testing time for Ridge: 0.000263214111328125 seconds
RMSE for Ridge: 0.00017146470631506088
MAE for Ridge: 0.00013110387897496856
Training time for Ridge: 0.0004200935363769531 seconds
Testing time for Ridge: 0.00024509429931640625 seconds
RMSE for Ridge: 0.0019597061835676605
MAE for Ridge: 0.001496991091154567
Training time for Ridge: 0.00041985511779785156 seconds
Testing time for Ridge: 0.00024700164794921875 seconds
RMSE for Ridge: 1.1600089185517304e-09
MAE for Ridge: 8.869029832769825e-10
Training time for Ridge: 0.0004177093505859375 seconds
Testing time for Ridge: 0.00026416778564453125 seconds
RMSE for Ridge: 0.0018010031834763492
MAE for Ridge: 0.0013759171099427291
Training time for Ridge: 0.0007100105285644531 seconds
Testing time for Ridge: 0.0002951622009277344 seconds
RMSE for Ridge: 0.0007125362101765348
MAE for Ridge: 0.0005446686584151484
Training time for Ridge: 0.0004611015319824219 seconds
Testing time for Ridge: 0.0002529621124267578 seconds
RMSE for Ridge: 3.008186021729531e-05
MAE for Ridge: 2.300015991903881e-05
Training time for Ridge: 0.00045490264892578125 seconds
Testing time for Ridge: 0.0002608299255371094 seconds
RMSE for Ridge: 0.0017709489416111014
MAE for Ridge: 0.0013529842543088322
Training time for Ridge: 0.0004811286926269531 seconds
Testing time for Ridge: 0.0002627372741699219 seconds
RMSE for Ridge: 4.81093067203385e-10
MAE for Ridge: 3.6782481616093323e-10
Training time for Ridge: 0.0006160736083984375 seconds
Testing time for Ridge: 0.0003349781036376953 seconds
RMSE for Ridge: 6.387674293863614e-10
MAE for Ridge: 4.883797544152912e-10
Training time for Ridge: 0.0005612373352050781 seconds
Testing time for Ridge: 0.0002918243408203125 seconds
RMSE for Ridge: 0.0013819994225034132
MAE for Ridge: 0.0010560780484514132
Training time for Ridge: 0.00046515464782714844 seconds
Testing time for Ridge: 0.00026607513427734375 seconds
RMSE for Ridge: 0.0003977009669480333
MAE for Ridge: 0.0003040597858552341
Training time for Ridge: 0.0005128383636474609 seconds
Testing time for Ridge: 0.0002760887145996094 seconds
RMSE for Ridge: 0.0021270905086218143
MAE for Ridge: 0.0016246700858340046
Training time for Ridge: 0.00045800209045410156 seconds
Testing time for Ridge: 0.00026297569274902344 seconds
RMSE for Ridge: 0.0012811241886621742
MAE for Ridge: 0.0009790453788916609
Training time for Ridge: 0.0004820823669433594 seconds
Testing time for Ridge: 0.00026702880859375 seconds
RMSE for Ridge: 6.387674293863614e-10
MAE for Ridge: 4.883797544152912e-10
Training time for Ridge: 0.0004608631134033203 seconds
Testing time for Ridge: 0.0002620220184326172 seconds
RMSE for Ridge: 0.0020218782551665545
MAE for Ridge: 0.0015444165864553084
Training time for Ridge: 0.00044798851013183594 seconds
Testing time for Ridge: 0.00026988983154296875 seconds
RMSE for Ridge: 0.000615852075826169
MAE for Ridge: 0.00047077589404341037
Training time for Ridge: 0.00061798095703125 seconds
Testing time for Ridge: 0.00029587745666503906 seconds
RMSE for Ridge: 0.001949327013751212
MAE for Ridge: 0.0014890741390470585
Training time for Ridge: 0.0004949569702148438 seconds
Testing time for Ridge: 0.0002830028533935547 seconds
RMSE for Ridge: 9.418055304837317e-10
MAE for Ridge: 7.200701335197124e-10
Training time for Ridge: 0.000576019287109375 seconds
Testing time for Ridge: 0.00028204917907714844 seconds
RMSE for Ridge: 0.001039475125626069
MAE for Ridge: 0.0007944780912326288
Training time for Ridge: 0.00046515464782714844 seconds
Testing time for Ridge: 0.0002651214599609375 seconds
RMSE for Ridge: 8.335367690429238e-10
MAE for Ridge: 6.372973859747333e-10
Training time for Ridge: 0.00043702125549316406 seconds
Testing time for Ridge: 0.0002560615539550781 seconds
RMSE for Ridge: 0.0006286979579876312
MAE for Ridge: 0.00048059406649559987
Training time for Ridge: 0.0004379749298095703 seconds
Testing time for Ridge: 0.00025200843811035156 seconds
RMSE for Ridge: 0.0008776625033040719
MAE for Ridge: 0.0006708511519334104
Training time for Ridge: 0.0004253387451171875 seconds
Testing time for Ridge: 0.00024771690368652344 seconds
RMSE for Ridge: 0.0008760769531480095
MAE for Ridge: 0.0006696396338338784
Training time for Ridge: 0.0004239082336425781 seconds
Testing time for Ridge: 0.00024700164794921875 seconds
RMSE for Ridge: 4.961001335201303e-10
MAE for Ridge: 3.7930363849802975e-10
Training time for Ridge: 0.0006489753723144531 seconds
Testing time for Ridge: 0.0002930164337158203 seconds
RMSE for Ridge: 0.0019407962441141458
MAE for Ridge: 0.0014825669593985724
Training time for Ridge: 0.0005168914794921875 seconds
Testing time for Ridge: 0.0002613067626953125 seconds
RMSE for Ridge: 0.0014250362065911092
MAE for Ridge: 0.0010889404807261937
Training time for Ridge: 0.0005598068237304688 seconds
Testing time for Ridge: 0.0002779960632324219 seconds
RMSE for Ridge: 0.0010797971666795152
MAE for Ridge: 0.0008252801614834237
Training time for Ridge: 0.0006439685821533203 seconds
Testing time for Ridge: 0.00031280517578125 seconds
RMSE for Ridge: 2.9239470970901963e-10
MAE for Ridge: 2.235535245809217e-10
Training time for Ridge: 0.0005619525909423828 seconds
Testing time for Ridge: 0.00028896331787109375 seconds
RMSE for Ridge: 0.0005204163496760525
MAE for Ridge: 0.00039784857534085337
Training time for Ridge: 0.00048279762268066406 seconds
Testing time for Ridge: 0.00026416778564453125 seconds
RMSE for Ridge: 1.0385576221499863e-09
MAE for Ridge: 7.940480184487342e-10
Training time for Ridge: 0.0004718303680419922 seconds
Testing time for Ridge: 0.0002741813659667969 seconds
RMSE for Ridge: 4.761398808302728e-10
MAE for Ridge: 3.640378132274691e-10
Training time for Ridge: 0.0005259513854980469 seconds
Testing time for Ridge: 0.00027108192443847656 seconds
RMSE for Ridge: 5.443676377511275e-10
MAE for Ridge: 4.162064226598261e-10
Training time for Ridge: 0.00045680999755859375 seconds
Testing time for Ridge: 0.0002598762512207031 seconds
RMSE for Ridge: 5.955566399995588e-10
MAE for Ridge: 4.553447763289142e-10
Training time for Ridge: 0.00047588348388671875 seconds
Testing time for Ridge: 0.0002589225769042969 seconds
RMSE for Ridge: 0.0014353689789194646
MAE for Ridge: 0.0010968301238790002
Training time for Ridge: 0.0004260540008544922 seconds
Testing time for Ridge: 0.0002491474151611328 seconds
RMSE for Ridge: 3.1735618861203546e-10
MAE for Ridge: 2.426435541380556e-10
Training time for Ridge: 0.0004229545593261719 seconds
Testing time for Ridge: 0.0002460479736328125 seconds
RMSE for Ridge: 0.002203787715970639
MAE for Ridge: 0.0016831609150237293
Training time for Ridge: 0.0004329681396484375 seconds
Testing time for Ridge: 0.00024509429931640625 seconds
RMSE for Ridge: 4.5082427135478716e-10
MAE for Ridge: 3.446867502532314e-10
Training time for Ridge: 0.00042319297790527344 seconds
Testing time for Ridge: 0.0002467632293701172 seconds
RMSE for Ridge: 0.001959278334662372
MAE for Ridge: 0.0014966647431369573
Training time for Ridge: 0.00041604042053222656 seconds
Testing time for Ridge: 0.00024509429931640625 seconds
RMSE for Ridge: 0.0017981882115557964
MAE for Ridge: 0.0013737692088659514
Training time for Ridge: 0.00043010711669921875 seconds
Testing time for Ridge: 0.00024580955505371094 seconds
RMSE for Ridge: 2.492484022821963e-10
MAE for Ridge: 1.9056381472815076e-10
Training time for Ridge: 0.0004420280456542969 seconds
Testing time for Ridge: 0.00025081634521484375 seconds
RMSE for Ridge: 2.6939455965385943e-10
MAE for Ridge: 2.0596915395465487e-10
Training time for Ridge: 0.0005009174346923828 seconds
Testing time for Ridge: 0.0002760887145996094 seconds
RMSE for Ridge: 0.0020719193999583847
MAE for Ridge: 0.001582589149271152
Training time for Ridge: 0.00046896934509277344 seconds
Testing time for Ridge: 0.0002601146697998047 seconds
RMSE for Ridge: 0.0015136416482741007
MAE for Ridge: 0.0011565910954209292
Training time for Ridge: 0.0004820823669433594 seconds
Testing time for Ridge: 0.0002701282501220703 seconds
RMSE for Ridge: 4.1576371369080333e-10
MAE for Ridge: 3.178787821855877e-10
Training time for Ridge: 0.0006248950958251953 seconds
Testing time for Ridge: 0.00033211708068847656 seconds
RMSE for Ridge: 0.0004573170604366265
MAE for Ridge: 0.0003496256947879972
Training time for Ridge: 0.0004639625549316406 seconds
Testing time for Ridge: 0.0002598762512207031 seconds
RMSE for Ridge: 2.660781774637998e-10
MAE for Ridge: 2.0343497886265992e-10
Training time for Ridge: 0.0004489421844482422 seconds
Testing time for Ridge: 0.0002560615539550781 seconds
RMSE for Ridge: 0.0016776073338732513
MAE for Ridge: 0.0012817512076400673
Training time for Ridge: 0.0004532337188720703 seconds
Testing time for Ridge: 0.00024771690368652344 seconds
RMSE for Ridge: 9.700883272946397e-10
MAE for Ridge: 7.416981895325136e-10
Training time for Ridge: 0.000415802001953125 seconds
Testing time for Ridge: 0.00024509429931640625 seconds
RMSE for Ridge: 0.0021927252580866887
MAE for Ridge: 0.0016747251105223649
Training time for Ridge: 0.00041413307189941406 seconds
Testing time for Ridge: 0.00024390220642089844 seconds
RMSE for Ridge: 4.767615902652809e-06
MAE for Ridge: 3.645178452172937e-06
Training time for Ridge: 0.0004177093505859375 seconds
Testing time for Ridge: 0.000244140625 seconds
RMSE for Ridge: 0.001495034316020367
MAE for Ridge: 0.0011423851838367161
Training time for Ridge: 0.0004169940948486328 seconds
Testing time for Ridge: 0.0002510547637939453 seconds
RMSE for Ridge: 0.001373205599953123
MAE for Ridge: 0.0010493628909297504
Training time for Ridge: 0.0004138946533203125 seconds
Testing time for Ridge: 0.0002460479736328125 seconds
RMSE for Ridge: 0.0009003932354146673
MAE for Ridge: 0.0006882194086528082
Training time for Ridge: 0.0004291534423828125 seconds
Testing time for Ridge: 0.00024390220642089844 seconds
RMSE for Ridge: 4.313789442164028e-10
MAE for Ridge: 3.298180728528166e-10
Training time for Ridge: 0.0004220008850097656 seconds
Testing time for Ridge: 0.0002429485321044922 seconds
RMSE for Ridge: 0.0013522206932308138
MAE for Ridge: 0.0010333379625108974
Training time for Ridge: 0.0004200935363769531 seconds
Testing time for Ridge: 0.00024509429931640625 seconds
RMSE for Ridge: 2.788814934752143e-10
MAE for Ridge: 2.132261400777935e-10
Training time for Ridge: 0.0004131793975830078 seconds
Testing time for Ridge: 0.0002429485321044922 seconds
RMSE for Ridge: 2.8394686321968603e-10
MAE for Ridge: 2.1709659736579568e-10
Training time for Ridge: 0.0004138946533203125 seconds
Testing time for Ridge: 0.0002460479736328125 seconds
RMSE for Ridge: 0.0014144871690883907
MAE for Ridge: 0.0010808855655644468
Training time for Ridge: 0.0004229545593261719 seconds
Testing time for Ridge: 0.0002529621124267578 seconds
RMSE for Ridge: 8.07723524203807e-10
MAE for Ridge: 6.175598032953644e-10
Training time for Ridge: 0.0004661083221435547 seconds
Testing time for Ridge: 0.0002529621124267578 seconds
RMSE for Ridge: 0.0006462499862699343
MAE for Ridge: 0.0004940089507286094
Training time for Ridge: 0.00041604042053222656 seconds
Testing time for Ridge: 0.00024390220642089844 seconds
RMSE for Ridge: 0.001570506715429969
MAE for Ridge: 0.001200002252489275
Training time for Ridge: 0.0004119873046875 seconds
Testing time for Ridge: 0.000244140625 seconds
RMSE for Ridge: 3.9483553100038e-10
MAE for Ridge: 3.01879241604297e-10
Training time for Ridge: 0.00042319297790527344 seconds
Testing time for Ridge: 0.0002589225769042969 seconds
RMSE for Ridge: 2.5790154671254936e-10
MAE for Ridge: 1.9718583876837669e-10
Training time for Ridge: 0.0004439353942871094 seconds
Testing time for Ridge: 0.00027489662170410156 seconds
RMSE for Ridge: 0.0018320151245406946
MAE for Ridge: 0.0013995792435429189
Training time for Ridge: 0.0005807876586914062 seconds
Testing time for Ridge: 0.000392913818359375 seconds
RMSE for Ridge: 5.046317936953727e-10
MAE for Ridge: 3.8582573025358613e-10
Training time for Ridge: 0.0005919933319091797 seconds
Testing time for Ridge: 0.0003459453582763672 seconds
RMSE for Ridge: 4.009931667565587e-10
MAE for Ridge: 3.065877018926244e-10
Training time for Ridge: 0.0005049705505371094 seconds
Testing time for Ridge: 0.00036907196044921875 seconds
RMSE for Ridge: 0.0018523418388889914
MAE for Ridge: 0.0014150877065677602
Training time for Ridge: 0.0004699230194091797 seconds
Testing time for Ridge: 0.0002579689025878906 seconds
RMSE for Ridge: 2.777370836938459e-10
MAE for Ridge: 2.123449738267169e-10
Training time for Ridge: 0.00046181678771972656 seconds
Testing time for Ridge: 0.0002512931823730469 seconds
RMSE for Ridge: 2.9594738127271406e-10
MAE for Ridge: 2.2627442031186718e-10
Training time for Ridge: 0.0004401206970214844 seconds
Testing time for Ridge: 0.0002467632293701172 seconds
RMSE for Ridge: 1.0409656012835064e-09
MAE for Ridge: 7.958878078806464e-10
Training time for Ridge: 0.00042510032653808594 seconds
Testing time for Ridge: 0.0002460479736328125 seconds
RMSE for Ridge: 0.0010177976551184976
MAE for Ridge: 0.0007779178775963591
Training time for Ridge: 0.0004229545593261719 seconds
Testing time for Ridge: 0.00025200843811035156 seconds
RMSE for Ridge: 0.0015824457405554733
MAE for Ridge: 0.0012091160133932898
Training time for Ridge: 0.0004448890686035156 seconds
Testing time for Ridge: 0.00025391578674316406 seconds
RMSE for Ridge: 0.000912255576398036
MAE for Ridge: 0.0006972830562157006
Training time for Ridge: 0.0004470348358154297 seconds
Testing time for Ridge: 0.0002608299255371094 seconds
RMSE for Ridge: 0.0020670400900444654
MAE for Ridge: 0.001578867280046018
Training time for Ridge: 0.00042438507080078125 seconds
Testing time for Ridge: 0.00025177001953125 seconds
RMSE for Ridge: 2.754860162290986e-10
MAE for Ridge: 2.106260210688049e-10
Training time for Ridge: 0.0005261898040771484 seconds
Testing time for Ridge: 0.0002989768981933594 seconds
RMSE for Ridge: 0.0020660871998322006
MAE for Ridge: 0.0015781404240823827
Training time for Ridge: 0.0004968643188476562 seconds
Testing time for Ridge: 0.0002732276916503906 seconds
RMSE for Ridge: 0.0006815602047057468
MAE for Ridge: 0.0005209955025645308
Training time for Ridge: 0.0004601478576660156 seconds
Testing time for Ridge: 0.00045013427734375 seconds
RMSE for Ridge: 8.43627073964759e-05
MAE for Ridge: 6.450420434204517e-05
Training time for Ridge: 0.00046896934509277344 seconds
Testing time for Ridge: 0.00028204917907714844 seconds
RMSE for Ridge: 0.001228452564364433
MAE for Ridge: 0.000938821767380802
Training time for Ridge: 0.0004398822784423828 seconds
Testing time for Ridge: 0.00027680397033691406 seconds
RMSE for Ridge: 0.0016287400285576424
MAE for Ridge: 0.0012444532678036091
Training time for Ridge: 0.0004439353942871094 seconds
Testing time for Ridge: 0.0002522468566894531 seconds
RMSE for Ridge: 0.0014193466583099594
MAE for Ridge: 0.0010845961372944347
Training time for Ridge: 0.00045800209045410156 seconds
Testing time for Ridge: 0.0002529621124267578 seconds
RMSE for Ridge: 0.0019994759497682438
MAE for Ridge: 0.0015273262494558005
Training time for Ridge: 0.0004317760467529297 seconds
Testing time for Ridge: 0.00024700164794921875 seconds
RMSE for Ridge: 0.0003352803703423511
MAE for Ridge: 0.00025634538245355776
Training time for Ridge: 0.0004200935363769531 seconds
Testing time for Ridge: 0.00024819374084472656 seconds
RMSE for Ridge: 3.5256871670142384e-10
MAE for Ridge: 2.695583078970998e-10
Training time for Ridge: 0.0004169940948486328 seconds
Testing time for Ridge: 0.0002460479736328125 seconds
RMSE for Ridge: 0.001786300595925947
MAE for Ridge: 0.0013646984935000994
Training time for Ridge: 0.00042176246643066406 seconds
Testing time for Ridge: 0.0002491474151611328 seconds
RMSE for Ridge: 3.122273481273535e-10
MAE for Ridge: 2.387137187920274e-10
Training time for Ridge: 0.0004191398620605469 seconds
Testing time for Ridge: 0.000247955322265625 seconds
RMSE for Ridge: 0.001171689419373115
MAE for Ridge: 0.0008954697375956355
Training time for Ridge: 0.0004169940948486328 seconds
Testing time for Ridge: 0.0002491474151611328 seconds
RMSE for Ridge: 2.7802137834148874e-10
MAE for Ridge: 2.1256631455024432e-10
Training time for Ridge: 0.0004189014434814453 seconds
Testing time for Ridge: 0.000270843505859375 seconds
RMSE for Ridge: 2.627100618345835e-10
MAE for Ridge: 2.0085881957676576e-10
Training time for Ridge: 0.00045800209045410156 seconds
Testing time for Ridge: 0.0002689361572265625 seconds
RMSE for Ridge: 1.0282945796842847e-09
MAE for Ridge: 7.862031858874019e-10
Training time for Ridge: 0.0004570484161376953 seconds
Testing time for Ridge: 0.000263214111328125 seconds
RMSE for Ridge: 0.0014753520212411218
MAE for Ridge: 0.0011273580803073835
Training time for Ridge: 0.00042128562927246094 seconds
Testing time for Ridge: 0.0002570152282714844 seconds
RMSE for Ridge: 3.351670851697082e-10
MAE for Ridge: 2.562570433628508e-10
Training time for Ridge: 0.00042700767517089844 seconds
Testing time for Ridge: 0.0002739429473876953 seconds
RMSE for Ridge: 1.0395930294013836e-09
MAE for Ridge: 7.948396452128747e-10
Training time for Ridge: 0.00046706199645996094 seconds
Testing time for Ridge: 0.00026702880859375 seconds
RMSE for Ridge: 2.658956958531435e-10
MAE for Ridge: 2.032954038444501e-10
Training time for Ridge: 0.00047278404235839844 seconds
Testing time for Ridge: 0.0002579689025878906 seconds
RMSE for Ridge: 0.0017234189996900367
MAE for Ridge: 0.001316713732948812
Training time for Ridge: 0.00043892860412597656 seconds
Testing time for Ridge: 0.00024819374084472656 seconds
RMSE for Ridge: 2.5906989691537886e-10
MAE for Ridge: 1.980763419950904e-10
Training time for Ridge: 0.0004210472106933594 seconds
Testing time for Ridge: 0.00024580955505371094 seconds
RMSE for Ridge: 3.125038333084312e-10
MAE for Ridge: 2.389289899262792e-10
Training time for Ridge: 0.00043892860412597656 seconds
Testing time for Ridge: 0.0002651214599609375 seconds
RMSE for Ridge: 0.00032135539712019274
MAE for Ridge: 0.00024570045692083543
Training time for Ridge: 0.00042891502380371094 seconds
Testing time for Ridge: 0.00025200843811035156 seconds
RMSE for Ridge: 2.4656870971726036e-10
MAE for Ridge: 1.8851621375048922e-10
Training time for Ridge: 0.00043010711669921875 seconds
Testing time for Ridge: 0.0002498626708984375 seconds
RMSE for Ridge: 0.00044325844563073265
MAE for Ridge: 0.00033888081325449403
Training time for Ridge: 0.00042700767517089844 seconds
Testing time for Ridge: 0.00024509429931640625 seconds
RMSE for Ridge: 0.00011541737965200942
MAE for Ridge: 8.824938291978723e-05
Training time for Ridge: 0.0004169940948486328 seconds
Testing time for Ridge: 0.00024509429931640625 seconds
RMSE for Ridge: 2.98240945744945e-10
MAE for Ridge: 2.2802427834811568e-10
Training time for Ridge: 0.00041604042053222656 seconds
Testing time for Ridge: 0.00025010108947753906 seconds
RMSE for Ridge: 0.0013188208536368895
MAE for Ridge: 0.0010078313684278196
Training time for Ridge: 0.0004210472106933594 seconds
Testing time for Ridge: 0.0002448558807373047 seconds
RMSE for Ridge: 0.0009635846545183902
MAE for Ridge: 0.0007365003032182493
Training time for Ridge: 0.00042891502380371094 seconds
Testing time for Ridge: 0.00024700164794921875 seconds
RMSE for Ridge: 2.5915685180921806e-10
MAE for Ridge: 1.9813998775042308e-10
Training time for Ridge: 0.00041484832763671875 seconds
Testing time for Ridge: 0.00024509429931640625 seconds
RMSE for Ridge: 2.571018742324011e-10
MAE for Ridge: 1.9657289462848837e-10
Training time for Ridge: 0.0004191398620605469 seconds
Testing time for Ridge: 0.00026702880859375 seconds
RMSE for Ridge: 0.0017779272020479531
MAE for Ridge: 0.0013583091338966792
Training time for Ridge: 0.0004239082336425781 seconds
Testing time for Ridge: 0.0002460479736328125 seconds
RMSE for Ridge: 2.7376387850726724e-10
MAE for Ridge: 2.0931026911696904e-10
Training time for Ridge: 0.00041604042053222656 seconds
Testing time for Ridge: 0.0002460479736328125 seconds
RMSE for Ridge: 2.598362013715591e-10
MAE for Ridge: 1.9866050915418044e-10
Training time for Ridge: 0.0004210472106933594 seconds
Testing time for Ridge: 0.00024890899658203125 seconds
RMSE for Ridge: 2.440894583444152e-10
MAE for Ridge: 1.8662308143291284e-10
Training time for Ridge: 0.0004208087921142578 seconds
Testing time for Ridge: 0.0002560615539550781 seconds
RMSE for Ridge: 2.880225052742258e-10
MAE for Ridge: 2.2020926415677877e-10
Training time for Ridge: 0.00046825408935546875 seconds
Testing time for Ridge: 0.00026702880859375 seconds
RMSE for Ridge: 0.000567464283342893
MAE for Ridge: 0.00043380071423377854
Training time for Ridge: 0.00045680999755859375 seconds
Testing time for Ridge: 0.0002541542053222656 seconds
RMSE for Ridge: 2.4852116299886606e-10
MAE for Ridge: 1.9001352491443412e-10
Training time for Ridge: 0.000431060791015625 seconds
Testing time for Ridge: 0.0002460479736328125 seconds
RMSE for Ridge: 0.0018978034865444245
MAE for Ridge: 0.001449770675879526
Training time for Ridge: 0.00041222572326660156 seconds
Testing time for Ridge: 0.00024890899658203125 seconds
RMSE for Ridge: 0.001526297374402147
MAE for Ridge: 0.001166252940502488
Training time for Ridge: 0.00041484832763671875 seconds
Testing time for Ridge: 0.0002491474151611328 seconds
RMSE for Ridge: 2.645939080911447e-10
MAE for Ridge: 2.0229826813711327e-10
Training time for Ridge: 0.00042700767517089844 seconds
Testing time for Ridge: 0.0002510547637939453 seconds
RMSE for Ridge: 0.000815748167135378
MAE for Ridge: 0.0006235412879721857
Training time for Ridge: 0.00041484832763671875 seconds
Testing time for Ridge: 0.0002551078796386719 seconds
RMSE for Ridge: 2.533213137815003e-10
MAE for Ridge: 1.9368198156399785e-10
Training time for Ridge: 0.0004131793975830078 seconds
Testing time for Ridge: 0.0002422332763671875 seconds
RMSE for Ridge: 3.162564440545875e-10
MAE for Ridge: 2.4179970470328273e-10
Training time for Ridge: 0.00041484832763671875 seconds
Testing time for Ridge: 0.00024580955505371094 seconds
RMSE for Ridge: 2.468835450877543e-10
MAE for Ridge: 1.887601264183303e-10
Training time for Ridge: 0.0004143714904785156 seconds
Testing time for Ridge: 0.0002598762512207031 seconds
RMSE for Ridge: 2.5151581805171614e-10
MAE for Ridge: 1.9230176229179108e-10
Training time for Ridge: 0.00041294097900390625 seconds
Testing time for Ridge: 0.00024580955505371094 seconds
RMSE for Ridge: 2.571005517423912e-10
MAE for Ridge: 1.9657018679453132e-10
Training time for Ridge: 0.0004189014434814453 seconds
Testing time for Ridge: 0.000244140625 seconds
RMSE for Ridge: 2.4607785005283573e-10
MAE for Ridge: 1.8814238500475255e-10
Training time for Ridge: 0.00041413307189941406 seconds
Testing time for Ridge: 0.00025010108947753906 seconds
RMSE for Ridge: 0.001624711378502733
MAE for Ridge: 0.0012413782487727975
Training time for Ridge: 0.00041484832763671875 seconds
Testing time for Ridge: 0.00024509429931640625 seconds
RMSE for Ridge: 2.4480559245706774e-10
MAE for Ridge: 1.8716755478820346e-10
Training time for Ridge: 0.0004210472106933594 seconds
Testing time for Ridge: 0.00024700164794921875 seconds
RMSE for Ridge: 0.0018346313978120498
MAE for Ridge: 0.0014015753917885798
Training time for Ridge: 0.0004138946533203125 seconds
Testing time for Ridge: 0.0002486705780029297 seconds
RMSE for Ridge: 0.001749577262398344
MAE for Ridge: 0.0013366757643238003
Training time for Ridge: 0.00041294097900390625 seconds
Testing time for Ridge: 0.00024390220642089844 seconds
RMSE for Ridge: 0.0017789776021179516
MAE for Ridge: 0.0013591106528653618
Training time for Ridge: 0.00041174888610839844 seconds
Testing time for Ridge: 0.000244140625 seconds
RMSE for Ridge: 2.487535472744369e-10
MAE for Ridge: 1.901891200084549e-10
Training time for Ridge: 0.0004432201385498047 seconds
Testing time for Ridge: 0.000270843505859375 seconds
RMSE for Ridge: 2.454022215047902e-10
MAE for Ridge: 1.876268007627857e-10
Training time for Ridge: 0.00043702125549316406 seconds
Testing time for Ridge: 0.00024890899658203125 seconds
RMSE for Ridge: 2.6961951488581253e-10
MAE for Ridge: 2.06140526870513e-10
Training time for Ridge: 0.00042700767517089844 seconds
Testing time for Ridge: 0.0002498626708984375 seconds
RMSE for Ridge: 0.0005458986868463865
MAE for Ridge: 0.00041732154936248157
Training time for Ridge: 0.0004279613494873047 seconds
Testing time for Ridge: 0.0002682209014892578 seconds
RMSE for Ridge: 2.571140387379155e-10
MAE for Ridge: 1.965814977467062e-10
Training time for Ridge: 0.0004191398620605469 seconds
Testing time for Ridge: 0.0002460479736328125 seconds
RMSE for Ridge: 2.796125739220512e-10
MAE for Ridge: 2.137800947377144e-10
Training time for Ridge: 0.00041794776916503906 seconds
Testing time for Ridge: 0.0002472400665283203 seconds
RMSE for Ridge: 0.000770125471973125
MAE for Ridge: 0.0005886784982307836
Training time for Ridge: 0.0004208087921142578 seconds
Testing time for Ridge: 0.0002460479736328125 seconds
RMSE for Ridge: 0.0010767348862314402
MAE for Ridge: 0.0008229409458616644
Training time for Ridge: 0.00041413307189941406 seconds
Testing time for Ridge: 0.00024580955505371094 seconds
RMSE for Ridge: 0.0015384981912255017
MAE for Ridge: 0.0011755672849994858
Training time for Ridge: 0.00041294097900390625 seconds
Testing time for Ridge: 0.0002460479736328125 seconds
RMSE for Ridge: 0.0013664542898963576
MAE for Ridge: 0.0010442073756075077
Training time for Ridge: 0.00042700767517089844 seconds
Testing time for Ridge: 0.00025081634521484375 seconds
RMSE for Ridge: 0.00028636773090055074
MAE for Ridge: 0.00021895319645808708
Training time for Ridge: 0.0004329681396484375 seconds
Testing time for Ridge: 0.0002510547637939453 seconds
RMSE for Ridge: 0.0016865928429219352
MAE for Ridge: 0.0012886090107904714
Training time for Ridge: 0.0004258155822753906 seconds
Testing time for Ridge: 0.00024580955505371094 seconds
RMSE for Ridge: 2.724507494079526e-10
MAE for Ridge: 2.0830657421200272e-10
Training time for Ridge: 0.00042176246643066406 seconds
Testing time for Ridge: 0.0002491474151611328 seconds
RMSE for Ridge: 2.4389497350166567e-10
MAE for Ridge: 1.8647556276896183e-10
Training time for Ridge: 0.0004169940948486328 seconds
Testing time for Ridge: 0.00024080276489257812 seconds
RMSE for Ridge: 0.0021944565413485133
MAE for Ridge: 0.00167604533508792
Training time for Ridge: 0.0004138946533203125 seconds
Testing time for Ridge: 0.000244140625 seconds
RMSE for Ridge: 0.001960128590204113
MAE for Ridge: 0.0014973132876896045
Training time for Ridge: 0.00043201446533203125 seconds
Testing time for Ridge: 0.0002460479736328125 seconds
RMSE for Ridge: 2.4572875493878235e-10
MAE for Ridge: 1.8787908895312454e-10
Training time for Ridge: 0.0004119873046875 seconds
Testing time for Ridge: 0.00024390220642089844 seconds
RMSE for Ridge: 2.4695544486569334e-10
MAE for Ridge: 1.8881324725938953e-10
Training time for Ridge: 0.0004150867462158203 seconds
Testing time for Ridge: 0.0002460479736328125 seconds
RMSE for Ridge: 2.966199289683983e-05
MAE for Ridge: 2.2679128897460377e-05
Training time for Ridge: 0.0005369186401367188 seconds
Testing time for Ridge: 0.0003020763397216797 seconds
RMSE for Ridge: 0.0006245194653134558
MAE for Ridge: 0.000477400438273301
Training time for Ridge: 0.0005059242248535156 seconds
Testing time for Ridge: 0.00027489662170410156 seconds
RMSE for Ridge: 0.0008132487911552954
MAE for Ridge: 0.0006216314293892711
Training time for Ridge: 0.0004658699035644531 seconds
Testing time for Ridge: 0.0002770423889160156 seconds
RMSE for Ridge: 2.6134132434164044e-10
MAE for Ridge: 1.9981491350407054e-10
Training time for Ridge: 0.0004291534423828125 seconds
Testing time for Ridge: 0.000247955322265625 seconds
RMSE for Ridge: 2.6332699139317734e-10
MAE for Ridge: 2.0133162803581684e-10
Training time for Ridge: 0.0004229545593261719 seconds
Testing time for Ridge: 0.00024890899658203125 seconds
RMSE for Ridge: 2.432341021886914e-10
MAE for Ridge: 1.8596887252364524e-10
Training time for Ridge: 0.0004410743713378906 seconds
Testing time for Ridge: 0.00025272369384765625 seconds
RMSE for Ridge: 0.0004956225501504862
MAE for Ridge: 0.0003789008755630885
Training time for Ridge: 0.00041985511779785156 seconds
Testing time for Ridge: 0.00024700164794921875 seconds
RMSE for Ridge: 0.001177713111401826
MAE for Ridge: 0.0009000704316283226
Training time for Ridge: 0.0004360675811767578 seconds
Testing time for Ridge: 0.0002598762512207031 seconds
RMSE for Ridge: 2.496923882731671e-10
MAE for Ridge: 1.9090470870786191e-10
Training time for Ridge: 0.0004470348358154297 seconds
Testing time for Ridge: 0.00025177001953125 seconds
RMSE for Ridge: 0.0010574152087660146
MAE for Ridge: 0.0008081827774798067
Training time for Ridge: 0.0004241466522216797 seconds
Testing time for Ridge: 0.0002579689025878906 seconds
RMSE for Ridge: 0.001509586902193407
MAE for Ridge: 0.0011534955078658015
Training time for Ridge: 0.00041604042053222656 seconds
Testing time for Ridge: 0.0002510547637939453 seconds
RMSE for Ridge: 2.5240818283663473e-10
MAE for Ridge: 1.9298075581986042e-10
Training time for Ridge: 0.0004241466522216797 seconds
Testing time for Ridge: 0.00024700164794921875 seconds
RMSE for Ridge: 2.518701835089805e-10
MAE for Ridge: 1.9256942707102098e-10
Training time for Ridge: 0.00041484832763671875 seconds
Testing time for Ridge: 0.0002460479736328125 seconds
RMSE for Ridge: 2.4905815290975457e-10
MAE for Ridge: 1.9042151855330758e-10
Training time for Ridge: 0.00041294097900390625 seconds
Testing time for Ridge: 0.0002460479736328125 seconds
RMSE for Ridge: 0.00048294459195332356
MAE for Ridge: 0.0003692119026333429
Training time for Ridge: 0.0004329681396484375 seconds
Testing time for Ridge: 0.0002448558807373047 seconds
RMSE for Ridge: 2.5100353038835796e-10
MAE for Ridge: 1.919102821101859e-10
Training time for Ridge: 0.0004138946533203125 seconds
Testing time for Ridge: 0.00024390220642089844 seconds
RMSE for Ridge: 0.001644350320895062
MAE for Ridge: 0.0012563681910994129
Training time for Ridge: 0.00041294097900390625 seconds
Testing time for Ridge: 0.00024390220642089844 seconds
RMSE for Ridge: 0.001828125965656249
MAE for Ridge: 0.001396611896507176
Training time for Ridge: 0.0004229545593261719 seconds
Testing time for Ridge: 0.00024390220642089844 seconds
RMSE for Ridge: 0.0014038976203540206
MAE for Ridge: 0.0010727995742654962
Training time for Ridge: 0.0004799365997314453 seconds
Testing time for Ridge: 0.0002880096435546875 seconds
RMSE for Ridge: 2.5292125611997437e-10
MAE for Ridge: 1.9337561996124464e-10
Training time for Ridge: 0.0004889965057373047 seconds
Testing time for Ridge: 0.00026702880859375 seconds
RMSE for Ridge: 0.0019467623900303536
MAE for Ridge: 0.0014871178845808951
Training time for Ridge: 0.0004611015319824219 seconds
Testing time for Ridge: 0.0002560615539550781 seconds
RMSE for Ridge: 2.44568811884362e-10
MAE for Ridge: 1.8698632531233273e-10
Training time for Ridge: 0.00041985511779785156 seconds
Testing time for Ridge: 0.0002460479736328125 seconds
RMSE for Ridge: 2.4402497816203116e-10
MAE for Ridge: 1.8657367317764795e-10
Training time for Ridge: 0.0004169940948486328 seconds
Testing time for Ridge: 0.00026488304138183594 seconds
RMSE for Ridge: 9.167105870501636e-05
MAE for Ridge: 7.009235642784994e-05
Training time for Ridge: 0.0004172325134277344 seconds
Testing time for Ridge: 0.00024580955505371094 seconds
RMSE for Ridge: 8.725565118514386e-05
MAE for Ridge: 6.671622272700905e-05
Training time for Ridge: 0.0004229545593261719 seconds
Testing time for Ridge: 0.00024390220642089844 seconds
RMSE for Ridge: 2.4674698591068084e-10
MAE for Ridge: 1.886559997110737e-10
Training time for Ridge: 0.00041294097900390625 seconds
Testing time for Ridge: 0.0002460479736328125 seconds
RMSE for Ridge: 0.002000532014420719
MAE for Ridge: 0.001528131921410868
Training time for Ridge: 0.0004169940948486328 seconds
Testing time for Ridge: 0.00024890899658203125 seconds
RMSE for Ridge: 2.1618908761536426e-05
MAE for Ridge: 1.652940861306629e-05
Training time for Ridge: 0.0004138946533203125 seconds
Testing time for Ridge: 0.0002429485321044922 seconds
RMSE for Ridge: 4.580140796793611e-05
MAE for Ridge: 3.501944069445595e-05
Training time for Ridge: 0.0004131793975830078 seconds
Testing time for Ridge: 0.00024390220642089844 seconds
RMSE for Ridge: 0.0012046207092288638
MAE for Ridge: 0.0009206210142719351
Training time for Ridge: 0.0004429817199707031 seconds
Testing time for Ridge: 0.00024509429931640625 seconds
RMSE for Ridge: 0.0012686194261685138
MAE for Ridge: 0.0009694962141489771
Training time for Ridge: 0.00041222572326660156 seconds
Testing time for Ridge: 0.00024390220642089844 seconds
RMSE for Ridge: 2.450866285491898e-10
MAE for Ridge: 1.8738486651237452e-10
Training time for Ridge: 0.00041604042053222656 seconds
Testing time for Ridge: 0.0002620220184326172 seconds
RMSE for Ridge: 0.001308225533238703
MAE for Ridge: 0.00099974042397183
Training time for Ridge: 0.00042176246643066406 seconds
Testing time for Ridge: 0.0002512931823730469 seconds
RMSE for Ridge: 2.437270806616683e-10
MAE for Ridge: 1.8634681686613418e-10
Training time for Ridge: 0.0004220008850097656 seconds
Testing time for Ridge: 0.0002448558807373047 seconds
RMSE for Ridge: 2.499917829573885e-10
MAE for Ridge: 1.9113489124755745e-10
Training time for Ridge: 0.0004100799560546875 seconds
Testing time for Ridge: 0.00025200843811035156 seconds
RMSE for Ridge: 0.0021217236325057447
MAE for Ridge: 0.0016205768107875008
Training time for Ridge: 0.0004119873046875 seconds
Testing time for Ridge: 0.00024390220642089844 seconds
RMSE for Ridge: 0.0013289661169496967
MAE for Ridge: 0.0010155791877274223
Training time for Ridge: 0.0005660057067871094 seconds
Testing time for Ridge: 0.00028705596923828125 seconds
RMSE for Ridge: 2.4502934418001545e-10
MAE for Ridge: 1.873393307150195e-10
Training time for Ridge: 0.00048279762268066406 seconds
Testing time for Ridge: 0.00026607513427734375 seconds
RMSE for Ridge: 0.0010177437180493593
MAE for Ridge: 0.0007778766724383767
Training time for Ridge: 0.0004470348358154297 seconds
Testing time for Ridge: 0.0002601146697998047 seconds
RMSE for Ridge: 2.441219427724533e-10
MAE for Ridge: 1.8664394141332251e-10
Training time for Ridge: 0.0004239082336425781 seconds
Testing time for Ridge: 0.00024819374084472656 seconds
RMSE for Ridge: 8.262212495454868e-05
MAE for Ridge: 6.317331108418811e-05
Training time for Ridge: 0.00044083595275878906 seconds
Testing time for Ridge: 0.00025582313537597656 seconds
RMSE for Ridge: 2.461383916991936e-10
MAE for Ridge: 1.881865796526938e-10
Training time for Ridge: 0.0004239082336425781 seconds
Testing time for Ridge: 0.0002434253692626953 seconds
RMSE for Ridge: 2.591621375199295e-10
MAE for Ridge: 1.9814610840995783e-10
Training time for Ridge: 0.00041294097900390625 seconds
Testing time for Ridge: 0.0002460479736328125 seconds
RMSE for Ridge: 2.4584426686443287e-10
MAE for Ridge: 1.8796023182332533e-10
Training time for Ridge: 0.0004322528839111328 seconds
Testing time for Ridge: 0.00024700164794921875 seconds
RMSE for Ridge: 0.0006796797378495694
MAE for Ridge: 0.000519558344414115
Training time for Ridge: 0.00041604042053222656 seconds
Testing time for Ridge: 0.0002460479736328125 seconds
RMSE for Ridge: 2.552269954920646e-10
MAE for Ridge: 1.951382710974059e-10
Training time for Ridge: 0.00041484832763671875 seconds
Testing time for Ridge: 0.0002472400665283203 seconds
RMSE for Ridge: 0.0016371843911886911
MAE for Ridge: 0.0012508986701603808
Training time for Ridge: 0.00041985511779785156 seconds
Testing time for Ridge: 0.0002429485321044922 seconds
RMSE for Ridge: 2.4463345971825925e-10
MAE for Ridge: 1.8703658177798843e-10
Training time for Ridge: 0.0004322528839111328 seconds
Testing time for Ridge: 0.0002486705780029297 seconds
RMSE for Ridge: 2.432341021886914e-10
MAE for Ridge: 1.8596887252364524e-10
Training time for Ridge: 0.00042176246643066406 seconds
Testing time for Ridge: 0.0002548694610595703 seconds
RMSE for Ridge: 2.434416261854875e-10
MAE for Ridge: 1.8612619778757278e-10
Training time for Neural Network: 0.4247121810913086 seconds
Testing time for Neural Network: 0.0005469322204589844 seconds
RMSE for Neural Network: 0.2648575917353925
MAE for Neural Network: 0.19226251400309582
Training time for Neural Network: 0.8820748329162598 seconds
Testing time for Neural Network: 0.0014710426330566406 seconds
RMSE for Neural Network: 256.77791811843184
MAE for Neural Network: 196.93508691504437
Training time for Neural Network: 0.6600620746612549 seconds
Testing time for Neural Network: 0.0064198970794677734 seconds
RMSE for Neural Network: 16.63813295239224
MAE for Neural Network: 13.444686795376464
Training time for Neural Network: 1.2647111415863037 seconds
Testing time for Neural Network: 0.000598907470703125 seconds
RMSE for Neural Network: 0.29135447368732037
MAE for Neural Network: 0.22631986167740997
Training time for Neural Network: 0.6274971961975098 seconds
Testing time for Neural Network: 0.000598907470703125 seconds
RMSE for Neural Network: 255.84880588931748
MAE for Neural Network: 195.73674565909948
Training time for Neural Network: 0.45618391036987305 seconds
Testing time for Neural Network: 0.001458883285522461 seconds
RMSE for Neural Network: 256.9386397918269
MAE for Neural Network: 197.1446013541182
Training time for Neural Network: 0.18542194366455078 seconds
Testing time for Neural Network: 0.0016620159149169922 seconds
RMSE for Neural Network: 256.2020362696086
MAE for Neural Network: 196.1899334401727
Training time for Neural Network: 0.11343979835510254 seconds
Testing time for Neural Network: 0.0005891323089599609 seconds
RMSE for Neural Network: 257.04173467978495
MAE for Neural Network: 197.2789461452817
Training time for Neural Network: 0.42751502990722656 seconds
Testing time for Neural Network: 0.0005781650543212891 seconds
RMSE for Neural Network: 0.27095579396619535
MAE for Neural Network: 0.21282881657716712
Training time for Neural Network: 0.13063907623291016 seconds
Testing time for Neural Network: 0.0015349388122558594 seconds
RMSE for Neural Network: 0.9558744305305003
MAE for Neural Network: 0.6817439330891107
Training time for Neural Network: 0.15015912055969238 seconds
Testing time for Neural Network: 0.0005097389221191406 seconds
RMSE for Neural Network: 0.22802429883200148
MAE for Neural Network: 0.17491067162470228
Training time for Neural Network: 0.5883700847625732 seconds
Testing time for Neural Network: 0.0017600059509277344 seconds
RMSE for Neural Network: 257.9022764388076
MAE for Neural Network: 198.39887453642248
Training time for Neural Network: 0.40410780906677246 seconds
Testing time for Neural Network: 0.0005428791046142578 seconds
RMSE for Neural Network: 0.47835249138236735
MAE for Neural Network: 0.3795454928620816
Training time for Neural Network: 0.4481329917907715 seconds
Testing time for Neural Network: 0.00061798095703125 seconds
RMSE for Neural Network: 0.440022813046352
MAE for Neural Network: 0.3544313797363272
Training time for Neural Network: 0.20589804649353027 seconds
Testing time for Neural Network: 0.0016171932220458984 seconds
RMSE for Neural Network: 0.4820810670684017
MAE for Neural Network: 0.36160940895356525
Training time for Neural Network: 0.335690975189209 seconds
Testing time for Neural Network: 0.0014002323150634766 seconds
RMSE for Neural Network: 258.4030106436775
MAE for Neural Network: 199.04935351494242
Training time for Neural Network: 0.5625741481781006 seconds
Testing time for Neural Network: 0.0022652149200439453 seconds
RMSE for Neural Network: 0.8890528056904893
MAE for Neural Network: 0.7114603323505442
Training time for Neural Network: 0.5961120128631592 seconds
Testing time for Neural Network: 0.0006318092346191406 seconds
RMSE for Neural Network: 257.5598654886829
MAE for Neural Network: 197.95356408902674
Training time for Neural Network: 0.9538466930389404 seconds
Testing time for Neural Network: 0.0005819797515869141 seconds
RMSE for Neural Network: 257.1181470547903
MAE for Neural Network: 197.3784962195446
Training time for Neural Network: 0.24887895584106445 seconds
Testing time for Neural Network: 0.0005419254302978516 seconds
RMSE for Neural Network: 256.3564023962222
MAE for Neural Network: 196.38946648168258
Training time for Neural Network: 0.41519880294799805 seconds
Testing time for Neural Network: 0.0005660057067871094 seconds
RMSE for Neural Network: 0.439879240773506
MAE for Neural Network: 0.3597196084244749
Training time for Neural Network: 0.6775660514831543 seconds
Testing time for Neural Network: 0.0005707740783691406 seconds
RMSE for Neural Network: 256.12388720529447
MAE for Neural Network: 196.08888594335457
Training time for Neural Network: 0.47808408737182617 seconds
Testing time for Neural Network: 0.0006020069122314453 seconds
RMSE for Neural Network: 0.2307579585414566
MAE for Neural Network: 0.17946573428440504
Training time for Neural Network: 0.48969411849975586 seconds
Testing time for Neural Network: 0.0005950927734375 seconds
RMSE for Neural Network: 257.46718005492966
MAE for Neural Network: 197.8329548645462
Training time for Neural Network: 0.5145978927612305 seconds
Testing time for Neural Network: 0.0032951831817626953 seconds
RMSE for Neural Network: 256.13696210859376
MAE for Neural Network: 196.1057934358188
Training time for Neural Network: 0.3433551788330078 seconds
Testing time for Neural Network: 0.0015099048614501953 seconds
RMSE for Neural Network: 257.2131675514915
MAE for Neural Network: 197.50226020699523
Training time for Neural Network: 0.6870682239532471 seconds
Testing time for Neural Network: 0.01151895523071289 seconds
RMSE for Neural Network: 257.01470208060925
MAE for Neural Network: 197.24372312087482
Training time for Neural Network: 0.447620153427124 seconds
Testing time for Neural Network: 0.0005567073822021484 seconds
RMSE for Neural Network: 257.7824875818432
MAE for Neural Network: 198.24313387576163
Training time for Neural Network: 0.11817336082458496 seconds
Testing time for Neural Network: 0.0004978179931640625 seconds
RMSE for Neural Network: 255.8782367863321
MAE for Neural Network: 195.77329275970075
Training time for Neural Network: 0.9103679656982422 seconds
Testing time for Neural Network: 0.0007729530334472656 seconds
RMSE for Neural Network: 256.60727346953604
MAE for Neural Network: 196.7135611506151
Training time for Neural Network: 0.3853330612182617 seconds
Testing time for Neural Network: 0.0006310939788818359 seconds
RMSE for Neural Network: 256.52054890546015
MAE for Neural Network: 196.60154883783304
Training time for Neural Network: 0.1803278923034668 seconds
Testing time for Neural Network: 0.0004639625549316406 seconds
RMSE for Neural Network: 257.2869222312186
MAE for Neural Network: 197.59830357625327
Training time for Neural Network: 0.5365080833435059 seconds
Testing time for Neural Network: 0.0013887882232666016 seconds
RMSE for Neural Network: 0.28998870674533966
MAE for Neural Network: 0.23040473150275603
Training time for Neural Network: 0.5372271537780762 seconds
Testing time for Neural Network: 0.0006549358367919922 seconds
RMSE for Neural Network: 0.22493752794866778
MAE for Neural Network: 0.16467924752104188
Training time for Neural Network: 0.6899261474609375 seconds
Testing time for Neural Network: 0.0006167888641357422 seconds
RMSE for Neural Network: 256.71427005709364
MAE for Neural Network: 196.85209085998147
Training time for Neural Network: 1.24045991897583 seconds
Testing time for Neural Network: 0.0006139278411865234 seconds
RMSE for Neural Network: 256.32522264870227
MAE for Neural Network: 196.3491704880809
Training time for Neural Network: 0.17432069778442383 seconds
Testing time for Neural Network: 0.0013880729675292969 seconds
RMSE for Neural Network: 256.48674706997076
MAE for Neural Network: 196.55788362602968
Training time for Neural Network: 0.9024629592895508 seconds
Testing time for Neural Network: 0.0005970001220703125 seconds
RMSE for Neural Network: 0.3100559480639001
MAE for Neural Network: 0.2546985122479577
Training time for Neural Network: 0.48860788345336914 seconds
Testing time for Neural Network: 0.0007090568542480469 seconds
RMSE for Neural Network: 0.26351539912764516
MAE for Neural Network: 0.20078062010688436
Training time for Neural Network: 0.38828492164611816 seconds
Testing time for Neural Network: 0.0006489753723144531 seconds
RMSE for Neural Network: 256.7517199099259
MAE for Neural Network: 196.90114238035528
Training time for Neural Network: 0.12122011184692383 seconds
Testing time for Neural Network: 0.0004398822784423828 seconds
RMSE for Neural Network: 257.3320552584971
MAE for Neural Network: 197.65717446492778
Training time for Neural Network: 0.6178102493286133 seconds
Testing time for Neural Network: 0.0022516250610351562 seconds
RMSE for Neural Network: 0.5122367974723775
MAE for Neural Network: 0.4175306922149805
Training time for Neural Network: 0.4055047035217285 seconds
Testing time for Neural Network: 0.0005640983581542969 seconds
RMSE for Neural Network: 0.4762953875007699
MAE for Neural Network: 0.369720192074969
Training time for Neural Network: 0.13686108589172363 seconds
Testing time for Neural Network: 0.0004527568817138672 seconds
RMSE for Neural Network: 256.9452453356415
MAE for Neural Network: 197.1532102847758
Training time for Neural Network: 0.44317197799682617 seconds
Testing time for Neural Network: 0.0006489753723144531 seconds
RMSE for Neural Network: 0.20290580647648992
MAE for Neural Network: 0.15475780216572627
Training time for Neural Network: 0.13014912605285645 seconds
Testing time for Neural Network: 0.0004439353942871094 seconds
RMSE for Neural Network: 257.6039312161782
MAE for Neural Network: 198.01089516243658
Training time for Neural Network: 0.3656618595123291 seconds
Testing time for Neural Network: 0.0005800724029541016 seconds
RMSE for Neural Network: 11.883752095804683
MAE for Neural Network: 9.351247996222282
Training time for Neural Network: 0.5468101501464844 seconds
Testing time for Neural Network: 0.0005867481231689453 seconds
RMSE for Neural Network: 0.28977337688260546
MAE for Neural Network: 0.22176910512055503
Training time for Neural Network: 0.6099698543548584 seconds
Testing time for Neural Network: 0.0005991458892822266 seconds
RMSE for Neural Network: 0.18428023428444348
MAE for Neural Network: 0.14337132241570455
Training time for Neural Network: 0.35499000549316406 seconds
Testing time for Neural Network: 0.00279998779296875 seconds
RMSE for Neural Network: 257.23160124444405
MAE for Neural Network: 197.52626636419947
Training time for Neural Network: 0.5622508525848389 seconds
Testing time for Neural Network: 0.0006341934204101562 seconds
RMSE for Neural Network: 257.20884168879223
MAE for Neural Network: 197.49662647217593
Training time for Neural Network: 0.3868558406829834 seconds
Testing time for Neural Network: 0.0013980865478515625 seconds
RMSE for Neural Network: 256.48652424163197
MAE for Neural Network: 196.55759576296126
Training time for Neural Network: 0.46144890785217285 seconds
Testing time for Neural Network: 0.0006210803985595703 seconds
RMSE for Neural Network: 0.1281905682095939
MAE for Neural Network: 0.0962882787481545
Training time for Neural Network: 0.12280702590942383 seconds
Testing time for Neural Network: 0.00045490264892578125 seconds
RMSE for Neural Network: 0.8511773624418562
MAE for Neural Network: 0.6979542826571111
Training time for Neural Network: 0.5394809246063232 seconds
Testing time for Neural Network: 0.0005540847778320312 seconds
RMSE for Neural Network: 257.10322829573016
MAE for Neural Network: 197.35906167461962
Training time for Neural Network: 0.1783311367034912 seconds
Testing time for Neural Network: 0.0013649463653564453 seconds
RMSE for Neural Network: 0.3766853529791071
MAE for Neural Network: 0.2918192304053308
Training time for Neural Network: 0.5538833141326904 seconds
Testing time for Neural Network: 0.0049610137939453125 seconds
RMSE for Neural Network: 0.40955814716052
MAE for Neural Network: 0.3385660092955313
Training time for Neural Network: 0.40668606758117676 seconds
Testing time for Neural Network: 0.0006968975067138672 seconds
RMSE for Neural Network: 0.571302868526947
MAE for Neural Network: 0.47034897846862805
Training time for Neural Network: 0.44232702255249023 seconds
Testing time for Neural Network: 0.0011942386627197266 seconds
RMSE for Neural Network: 256.08906378710583
MAE for Neural Network: 196.04385191502817
Training time for Neural Network: 0.27211809158325195 seconds
Testing time for Neural Network: 0.0007760524749755859 seconds
RMSE for Neural Network: 0.30148430054607356
MAE for Neural Network: 0.22982561482463673
Training time for Neural Network: 0.24970793724060059 seconds
Testing time for Neural Network: 0.0005729198455810547 seconds
RMSE for Neural Network: 0.7780439447876716
MAE for Neural Network: 0.5659353572987613
Training time for Neural Network: 0.2904629707336426 seconds
Testing time for Neural Network: 0.0005960464477539062 seconds
RMSE for Neural Network: 256.96662781084086
MAE for Neural Network: 197.1811571406268
Training time for Neural Network: 1.8262519836425781 seconds
Testing time for Neural Network: 0.001543283462524414 seconds
RMSE for Neural Network: 0.25138880618351656
MAE for Neural Network: 0.20451800833668898
Training time for Neural Network: 0.6962580680847168 seconds
Testing time for Neural Network: 0.0006649494171142578 seconds
RMSE for Neural Network: 9.664763553104356
MAE for Neural Network: 7.661205919750009
Training time for Neural Network: 0.1339738368988037 seconds
Testing time for Neural Network: 0.0005078315734863281 seconds
RMSE for Neural Network: 256.2808191964982
MAE for Neural Network: 196.29177852087477
Training time for Neural Network: 0.5830361843109131 seconds
Testing time for Neural Network: 0.0012969970703125 seconds
RMSE for Neural Network: 0.3382604106587336
MAE for Neural Network: 0.27016650186966246
Training time for Neural Network: 0.47710108757019043 seconds
Testing time for Neural Network: 0.0006668567657470703 seconds
RMSE for Neural Network: 256.9375323036263
MAE for Neural Network: 197.14315796211906
Training time for Neural Network: 0.44222164154052734 seconds
Testing time for Neural Network: 0.0006172657012939453 seconds
RMSE for Neural Network: 256.2152566187205
MAE for Neural Network: 196.20702532857
Training time for Neural Network: 0.4846982955932617 seconds
Testing time for Neural Network: 0.0034809112548828125 seconds
RMSE for Neural Network: 0.2036441170130845
MAE for Neural Network: 0.1633648756646089
Training time for Neural Network: 0.5644657611846924 seconds
Testing time for Neural Network: 0.0035779476165771484 seconds
RMSE for Neural Network: 256.7478357714616
MAE for Neural Network: 196.89586181108385
Training time for Neural Network: 0.8453340530395508 seconds
Testing time for Neural Network: 0.0006010532379150391 seconds
RMSE for Neural Network: 0.299317048276406
MAE for Neural Network: 0.2352062246650582
Training time for Neural Network: 0.3966329097747803 seconds
Testing time for Neural Network: 0.0017151832580566406 seconds
RMSE for Neural Network: 256.8734274759304
MAE for Neural Network: 197.05960257808317
Training time for Neural Network: 0.3632211685180664 seconds
Testing time for Neural Network: 0.0013480186462402344 seconds
RMSE for Neural Network: 256.4876664887934
MAE for Neural Network: 196.55907138478037
Training time for Neural Network: 0.4118461608886719 seconds
Testing time for Neural Network: 0.0005998611450195312 seconds
RMSE for Neural Network: 0.29555750957677607
MAE for Neural Network: 0.23435833167310502
Training time for Neural Network: 0.4119720458984375 seconds
Testing time for Neural Network: 0.0005550384521484375 seconds
RMSE for Neural Network: 0.47458061198362367
MAE for Neural Network: 0.3812209141300069
Training time for Neural Network: 0.2281041145324707 seconds
Testing time for Neural Network: 0.0008928775787353516 seconds
RMSE for Neural Network: 256.4866044905337
MAE for Neural Network: 196.557699433346
Training time for Neural Network: 0.6039290428161621 seconds
Testing time for Neural Network: 0.0007009506225585938 seconds
RMSE for Neural Network: 0.528490467741686
MAE for Neural Network: 0.4304994855156472
Training time for Neural Network: 0.15572881698608398 seconds
Testing time for Neural Network: 0.0004951953887939453 seconds
RMSE for Neural Network: 0.6182383963735316
MAE for Neural Network: 0.48717839060973334
Training time for Neural Network: 0.14736700057983398 seconds
Testing time for Neural Network: 0.0004978179931640625 seconds
RMSE for Neural Network: 256.60554879099107
MAE for Neural Network: 196.7113338373521
Training time for Neural Network: 0.48780012130737305 seconds
Testing time for Neural Network: 0.002065896987915039 seconds
RMSE for Neural Network: 257.6210160460301
MAE for Neural Network: 198.03312130446483
Training time for Neural Network: 0.2678699493408203 seconds
Testing time for Neural Network: 0.0011970996856689453 seconds
RMSE for Neural Network: 0.618624248872995
MAE for Neural Network: 0.46992722974550455
Training time for Neural Network: 0.6095149517059326 seconds
Testing time for Neural Network: 0.0007288455963134766 seconds
RMSE for Neural Network: 256.2549199724426
MAE for Neural Network: 196.25830024366212
Training time for Neural Network: 0.747150182723999 seconds
Testing time for Neural Network: 0.0015048980712890625 seconds
RMSE for Neural Network: 0.20733897805682194
MAE for Neural Network: 0.16856622673897584
Training time for Neural Network: 0.5366010665893555 seconds
Testing time for Neural Network: 0.003381013870239258 seconds
RMSE for Neural Network: 256.45860286986345
MAE for Neural Network: 196.52152386219802
Training time for Neural Network: 0.6980330944061279 seconds
Testing time for Neural Network: 0.0012907981872558594 seconds
RMSE for Neural Network: 258.3700153245957
MAE for Neural Network: 199.0065175913388
Training time for Neural Network: 0.5385541915893555 seconds
Testing time for Neural Network: 0.0006017684936523438 seconds
RMSE for Neural Network: 257.12497942040636
MAE for Neural Network: 197.38739642374435
Training time for Neural Network: 0.5708160400390625 seconds
Testing time for Neural Network: 0.0005922317504882812 seconds
RMSE for Neural Network: 0.321536732529995
MAE for Neural Network: 0.2628237910941744
Training time for Neural Network: 0.1880042552947998 seconds
Testing time for Neural Network: 0.0005609989166259766 seconds
RMSE for Neural Network: 257.0376083401695
MAE for Neural Network: 197.2735697609652
Training time for Neural Network: 0.14433789253234863 seconds
Testing time for Neural Network: 0.0005521774291992188 seconds
RMSE for Neural Network: 257.630601729636
MAE for Neural Network: 198.04559114651937
Training time for Neural Network: 0.7828409671783447 seconds
Testing time for Neural Network: 0.0056209564208984375 seconds
RMSE for Neural Network: 258.1074446977713
MAE for Neural Network: 198.6655033804638
Training time for Neural Network: 0.5282399654388428 seconds
Testing time for Neural Network: 0.0006110668182373047 seconds
RMSE for Neural Network: 257.5519376175685
MAE for Neural Network: 197.94324892646353
Training time for Neural Network: 0.5909788608551025 seconds
Testing time for Neural Network: 0.0006961822509765625 seconds
RMSE for Neural Network: 0.22791988075178157
MAE for Neural Network: 0.18250650644173028
Training time for Neural Network: 0.44973087310791016 seconds
Testing time for Neural Network: 0.00151824951171875 seconds
RMSE for Neural Network: 257.628560416856
MAE for Neural Network: 198.04293566664174
Training time for Neural Network: 0.49709177017211914 seconds
Testing time for Neural Network: 0.0013592243194580078 seconds
RMSE for Neural Network: 256.68659435031157
MAE for Neural Network: 196.81599768352532
Training time for Neural Network: 0.4634239673614502 seconds
Testing time for Neural Network: 0.001977205276489258 seconds
RMSE for Neural Network: 257.96201191428014
MAE for Neural Network: 198.47651955801524
Training time for Neural Network: 0.4822201728820801 seconds
Testing time for Neural Network: 0.0007190704345703125 seconds
RMSE for Neural Network: 257.23867444596635
MAE for Neural Network: 197.5354774609308
Training time for Neural Network: 0.4695289134979248 seconds
Testing time for Neural Network: 0.0005919933319091797 seconds
RMSE for Neural Network: 257.07373625269696
MAE for Neural Network: 197.32064031905327
Training time for Neural Network: 0.5224337577819824 seconds
Testing time for Neural Network: 0.0006430149078369141 seconds
RMSE for Neural Network: 0.2914731782847044
MAE for Neural Network: 0.23687854701948047
Training time for Neural Network: 0.5886471271514893 seconds
Testing time for Neural Network: 0.0006430149078369141 seconds
RMSE for Neural Network: 0.19434676801320339
MAE for Neural Network: 0.15076109235717117
Training time for Neural Network: 0.4184391498565674 seconds
Testing time for Neural Network: 0.0005781650543212891 seconds
RMSE for Neural Network: 0.29130750302104247
MAE for Neural Network: 0.236820518761939
Training time for Neural Network: 0.41907715797424316 seconds
Testing time for Neural Network: 0.0005960464477539062 seconds
RMSE for Neural Network: 0.13971424395817605
MAE for Neural Network: 0.11095135614834482
Training time for Neural Network: 0.3519008159637451 seconds
Testing time for Neural Network: 0.0010230541229248047 seconds
RMSE for Neural Network: 257.2542644870628
MAE for Neural Network: 197.55577901387664
Training time for Neural Network: 0.36594319343566895 seconds
Testing time for Neural Network: 0.0013587474822998047 seconds
RMSE for Neural Network: 0.4840720175882028
MAE for Neural Network: 0.39749870564470086
Training time for Neural Network: 0.5899593830108643 seconds
Testing time for Neural Network: 0.002425670623779297 seconds
RMSE for Neural Network: 256.19658053315425
MAE for Neural Network: 196.18287982643088
Training time for Neural Network: 0.8828279972076416 seconds
Testing time for Neural Network: 0.0006222724914550781 seconds
RMSE for Neural Network: 0.16693212742457664
MAE for Neural Network: 0.13068405911501718
Training time for Neural Network: 0.47756099700927734 seconds
Testing time for Neural Network: 0.0005898475646972656 seconds
RMSE for Neural Network: 0.27151580645401185
MAE for Neural Network: 0.2139071398736498
Training time for Neural Network: 0.5135600566864014 seconds
Testing time for Neural Network: 0.0006051063537597656 seconds
RMSE for Neural Network: 0.3647552341168084
MAE for Neural Network: 0.28335717834029894
Training time for Neural Network: 0.3310730457305908 seconds
Testing time for Neural Network: 0.001377105712890625 seconds
RMSE for Neural Network: 0.39924940219678995
MAE for Neural Network: 0.31284934166985684
Training time for Neural Network: 0.4271218776702881 seconds
Testing time for Neural Network: 0.0005910396575927734 seconds
RMSE for Neural Network: 256.80084609585447
MAE for Neural Network: 196.96498110209012
Training time for Neural Network: 0.352567195892334 seconds
Testing time for Neural Network: 0.0011448860168457031 seconds
RMSE for Neural Network: 0.3198975667596955
MAE for Neural Network: 0.25749170395892146
Training time for Neural Network: 0.475693941116333 seconds
Testing time for Neural Network: 0.0006012916564941406 seconds
RMSE for Neural Network: 0.5254691256384068
MAE for Neural Network: 0.43097034889383906
Training time for Neural Network: 0.5075089931488037 seconds
Testing time for Neural Network: 0.0006310939788818359 seconds
RMSE for Neural Network: 0.4944222672279468
MAE for Neural Network: 0.3701263064790343
Training time for Neural Network: 0.4925248622894287 seconds
Testing time for Neural Network: 0.0018541812896728516 seconds
RMSE for Neural Network: 258.0408557282051
MAE for Neural Network: 198.57898290087084
Training time for Neural Network: 0.4018232822418213 seconds
Testing time for Neural Network: 0.0005650520324707031 seconds
RMSE for Neural Network: 0.178274096523574
MAE for Neural Network: 0.14861144057647593
Training time for Neural Network: 0.4340789318084717 seconds
Testing time for Neural Network: 0.0011801719665527344 seconds
RMSE for Neural Network: 0.15263369554124345
MAE for Neural Network: 0.12383492783865126
Training time for Neural Network: 0.3504929542541504 seconds
Testing time for Neural Network: 0.0012133121490478516 seconds
RMSE for Neural Network: 0.14631320729107447
MAE for Neural Network: 0.10683925040461112
Training time for Neural Network: 0.4799051284790039 seconds
Testing time for Neural Network: 0.0006289482116699219 seconds
RMSE for Neural Network: 0.28306015915408583
MAE for Neural Network: 0.22439014648200675
Training time for Neural Network: 0.4164431095123291 seconds
Testing time for Neural Network: 0.0008342266082763672 seconds
RMSE for Neural Network: 0.31451427137117993
MAE for Neural Network: 0.2638722014003607
Training time for Neural Network: 0.4610888957977295 seconds
Testing time for Neural Network: 0.0005981922149658203 seconds
RMSE for Neural Network: 256.3051881324978
MAE for Neural Network: 196.3232765151791
Training time for Neural Network: 0.3658430576324463 seconds
Testing time for Neural Network: 0.0027298927307128906 seconds
RMSE for Neural Network: 0.26747468594846374
MAE for Neural Network: 0.20474413377853132
Training time for Neural Network: 0.5276138782501221 seconds
Testing time for Neural Network: 0.0022869110107421875 seconds
RMSE for Neural Network: 0.2489402298115432
MAE for Neural Network: 0.19619815900341991
Training time for Neural Network: 0.4687957763671875 seconds
Testing time for Neural Network: 0.0023500919342041016 seconds
RMSE for Neural Network: 256.73871049553685
MAE for Neural Network: 196.8839625056116
Training time for Neural Network: 0.4165668487548828 seconds
Testing time for Neural Network: 0.0005791187286376953 seconds
RMSE for Neural Network: 0.28853025700220714
MAE for Neural Network: 0.22646377783831773
Training time for Neural Network: 0.4248030185699463 seconds
Testing time for Neural Network: 0.0006330013275146484 seconds
RMSE for Neural Network: 0.3769576534468843
MAE for Neural Network: 0.2979587438566147
Training time for Neural Network: 0.4087040424346924 seconds
Testing time for Neural Network: 0.0005908012390136719 seconds
RMSE for Neural Network: 257.5347458099678
MAE for Neural Network: 197.9208794554145
Training time for Neural Network: 0.3654630184173584 seconds
Testing time for Neural Network: 0.0005919933319091797 seconds
RMSE for Neural Network: 258.39190096531377
MAE for Neural Network: 199.03493087764397
Training time for Neural Network: 0.25905513763427734 seconds
Testing time for Neural Network: 0.0022699832916259766 seconds
RMSE for Neural Network: 258.0961200377418
MAE for Neural Network: 198.65079009039061
Training time for Neural Network: 0.31231188774108887 seconds
Testing time for Neural Network: 0.0024080276489257812 seconds
RMSE for Neural Network: 257.7874616641267
MAE for Neural Network: 198.24960180599
Training time for Neural Network: 0.32375121116638184 seconds
Testing time for Neural Network: 0.0013427734375 seconds
RMSE for Neural Network: 0.22264752857852163
MAE for Neural Network: 0.15862654782119495
Training time for Neural Network: 0.3377552032470703 seconds
Testing time for Neural Network: 0.0014531612396240234 seconds
RMSE for Neural Network: 258.06663929045897
MAE for Neural Network: 198.61248586046116
Training time for Neural Network: 0.32131195068359375 seconds
Testing time for Neural Network: 0.002825021743774414 seconds
RMSE for Neural Network: 258.1098424566488
MAE for Neural Network: 198.6686185536006
Training time for Neural Network: 0.2953462600708008 seconds
Testing time for Neural Network: 0.0005688667297363281 seconds
RMSE for Neural Network: 255.89887888384987
MAE for Neural Network: 195.79892420799507
Training time for Neural Network: 0.3631448745727539 seconds
Testing time for Neural Network: 0.0005731582641601562 seconds
RMSE for Neural Network: 256.5380321400547
MAE for Neural Network: 196.6241320946221
Training time for Neural Network: 0.3021728992462158 seconds
Testing time for Neural Network: 0.0005249977111816406 seconds
RMSE for Neural Network: 0.3153606789388853
MAE for Neural Network: 0.23175084410750826
Training time for Neural Network: 0.35707998275756836 seconds
Testing time for Neural Network: 0.0013599395751953125 seconds
RMSE for Neural Network: 256.82343914063574
MAE for Neural Network: 196.99443676668594
Training time for Neural Network: 0.38411426544189453 seconds
Testing time for Neural Network: 0.002936840057373047 seconds
RMSE for Neural Network: 258.29059171492304
MAE for Neural Network: 198.90339110594635
Training time for Neural Network: 0.37984180450439453 seconds
Testing time for Neural Network: 0.0005769729614257812 seconds
RMSE for Neural Network: 258.1756703177285
MAE for Neural Network: 198.75413447022532
Training time for Neural Network: 0.4294097423553467 seconds
Testing time for Neural Network: 0.0021500587463378906 seconds
RMSE for Neural Network: 257.4502022587537
MAE for Neural Network: 197.81085882244474
Training time for Neural Network: 0.43962693214416504 seconds
Testing time for Neural Network: 0.001219034194946289 seconds
RMSE for Neural Network: 0.21372569479061862
MAE for Neural Network: 0.165573562621764
Training time for Neural Network: 0.31978392601013184 seconds
Testing time for Neural Network: 0.001310110092163086 seconds
RMSE for Neural Network: 257.1621543999786
MAE for Neural Network: 197.43581964942038
Training time for Neural Network: 0.4325888156890869 seconds
Testing time for Neural Network: 0.0018310546875 seconds
RMSE for Neural Network: 258.3140920274305
MAE for Neural Network: 198.9339070268209
Training time for Neural Network: 0.3010897636413574 seconds
Testing time for Neural Network: 0.0018889904022216797 seconds
RMSE for Neural Network: 258.2336594774254
MAE for Neural Network: 198.82945484033021
Training time for Neural Network: 0.9806790351867676 seconds
Testing time for Neural Network: 0.0006060600280761719 seconds
RMSE for Neural Network: 0.6905902675072455
MAE for Neural Network: 0.4620679302417463
Training time for Neural Network: 0.44258594512939453 seconds
Testing time for Neural Network: 0.0010900497436523438 seconds
RMSE for Neural Network: 0.13790825137425244
MAE for Neural Network: 0.10839995592031304
Training time for Neural Network: 0.3836369514465332 seconds
Testing time for Neural Network: 0.0016541481018066406 seconds
RMSE for Neural Network: 0.2295442117084614
MAE for Neural Network: 0.18694769096120836
Training time for Neural Network: 0.25785398483276367 seconds
Testing time for Neural Network: 0.000530242919921875 seconds
RMSE for Neural Network: 0.4513752076450304
MAE for Neural Network: 0.3576617250416785
Training time for Neural Network: 0.500432014465332 seconds
Testing time for Neural Network: 0.0005970001220703125 seconds
RMSE for Neural Network: 257.6221163736236
MAE for Neural Network: 198.03455271700668
Training time for Neural Network: 0.1782689094543457 seconds
Testing time for Neural Network: 0.0011630058288574219 seconds
RMSE for Neural Network: 256.46008760618827
MAE for Neural Network: 196.52344207747166
Training time for Neural Network: 0.4375791549682617 seconds
Testing time for Neural Network: 0.0014219284057617188 seconds
RMSE for Neural Network: 0.2657885590767828
MAE for Neural Network: 0.20949033254588145
Training time for Neural Network: 0.39382386207580566 seconds
Testing time for Neural Network: 0.002782106399536133 seconds
RMSE for Neural Network: 0.38357639977166763
MAE for Neural Network: 0.31143845211207133
Training time for Neural Network: 0.504086971282959 seconds
Testing time for Neural Network: 0.0014519691467285156 seconds
RMSE for Neural Network: 257.1773687527797
MAE for Neural Network: 197.45563608973853
Training time for Neural Network: 0.3080611228942871 seconds
Testing time for Neural Network: 0.0005450248718261719 seconds
RMSE for Neural Network: 256.57706864273194
MAE for Neural Network: 196.6756664113018
Training time for Neural Network: 0.4831709861755371 seconds
Testing time for Neural Network: 0.0014300346374511719 seconds
RMSE for Neural Network: 257.88396410929704
MAE for Neural Network: 198.37506942588632
Training time for Neural Network: 0.44788503646850586 seconds
Testing time for Neural Network: 0.0015878677368164062 seconds
RMSE for Neural Network: 0.27306429725582143
MAE for Neural Network: 0.2212937030716306
Training time for Neural Network: 0.5245029926300049 seconds
Testing time for Neural Network: 0.0006082057952880859 seconds
RMSE for Neural Network: 256.0774049452462
MAE for Neural Network: 196.0287736055543
Training time for Neural Network: 0.4140610694885254 seconds
Testing time for Neural Network: 0.001516103744506836 seconds
RMSE for Neural Network: 0.35010755752010225
MAE for Neural Network: 0.28137492803940595
Training time for Neural Network: 0.26584410667419434 seconds
Testing time for Neural Network: 0.0005440711975097656 seconds
RMSE for Neural Network: 0.7158311031676956
MAE for Neural Network: 0.5658477231647491
Training time for Neural Network: 0.4254891872406006 seconds
Testing time for Neural Network: 0.0010759830474853516 seconds
RMSE for Neural Network: 257.04034000768405
MAE for Neural Network: 197.27712897410547
Training time for Neural Network: 0.41565799713134766 seconds
Testing time for Neural Network: 0.0005688667297363281 seconds
RMSE for Neural Network: 0.36401663856168415
MAE for Neural Network: 0.29224876850192166
Training time for Neural Network: 0.11730527877807617 seconds
Testing time for Neural Network: 0.00043272972106933594 seconds
RMSE for Neural Network: 255.90681171684693
MAE for Neural Network: 195.8072622909927
Training time for Neural Network: 0.15405488014221191 seconds
Testing time for Neural Network: 0.0004088878631591797 seconds
RMSE for Neural Network: 0.7993489121722556
MAE for Neural Network: 0.6267333149063014
Training time for Neural Network: 0.20210695266723633 seconds
Testing time for Neural Network: 0.0025000572204589844 seconds
RMSE for Neural Network: 1.1196018424037792
MAE for Neural Network: 0.8833676263563265
Training time for Neural Network: 0.4771409034729004 seconds
Testing time for Neural Network: 0.0017189979553222656 seconds
RMSE for Neural Network: 0.285542964555455
MAE for Neural Network: 0.22460270043358363
Training time for Neural Network: 0.22913789749145508 seconds
Testing time for Neural Network: 0.0004870891571044922 seconds
RMSE for Neural Network: 255.8488032505018
MAE for Neural Network: 195.73674238210143
Training time for Neural Network: 0.4559328556060791 seconds
Testing time for Neural Network: 0.0005640983581542969 seconds
RMSE for Neural Network: 257.2590521579362
MAE for Neural Network: 197.56201340895413
Training time for Neural Network: 0.4352240562438965 seconds
Testing time for Neural Network: 0.0006008148193359375 seconds
RMSE for Neural Network: 258.4690225605022
MAE for Neural Network: 199.13504173897024
Training time for Neural Network: 0.46317291259765625 seconds
Testing time for Neural Network: 0.0007700920104980469 seconds
RMSE for Neural Network: 258.2231709236742
MAE for Neural Network: 198.8158324351385
Training time for Neural Network: 0.42726898193359375 seconds
Testing time for Neural Network: 0.0052301883697509766 seconds
RMSE for Neural Network: 0.5389415563194364
MAE for Neural Network: 0.3955938212495178
Training time for Neural Network: 0.507152795791626 seconds
Testing time for Neural Network: 0.0014979839324951172 seconds
RMSE for Neural Network: 256.7987713693745
MAE for Neural Network: 196.96227608813894
Training time for Neural Network: 0.3482680320739746 seconds
Testing time for Neural Network: 0.002298116683959961 seconds
RMSE for Neural Network: 0.45837651878957725
MAE for Neural Network: 0.35933498395692526
Training time for Neural Network: 0.438201904296875 seconds
Testing time for Neural Network: 0.0005800724029541016 seconds
RMSE for Neural Network: 256.2155922034894
MAE for Neural Network: 196.20745918022843
Training time for Neural Network: 0.42837095260620117 seconds
Testing time for Neural Network: 0.0005910396575927734 seconds
RMSE for Neural Network: 0.29728880297149535
MAE for Neural Network: 0.22785099899768135
Training time for Neural Network: 0.266495943069458 seconds
Testing time for Neural Network: 0.0008609294891357422 seconds
RMSE for Neural Network: 0.370572177175266
MAE for Neural Network: 0.2775563339305265
Training time for Neural Network: 0.47782397270202637 seconds
Testing time for Neural Network: 0.004736900329589844 seconds
RMSE for Neural Network: 256.80473435746705
MAE for Neural Network: 196.97005054933916
Training time for Neural Network: 0.48932814598083496 seconds
Testing time for Neural Network: 0.0006248950958251953 seconds
RMSE for Neural Network: 0.21553121272774922
MAE for Neural Network: 0.17180873042016104
Training time for Neural Network: 0.3646371364593506 seconds
Testing time for Neural Network: 0.0009448528289794922 seconds
RMSE for Neural Network: 0.176886205621895
MAE for Neural Network: 0.12848394795565884
Training time for Neural Network: 0.47343993186950684 seconds
Testing time for Neural Network: 0.0005931854248046875 seconds
RMSE for Neural Network: 256.021461313284
MAE for Neural Network: 195.95641529513938
Training time for Neural Network: 0.39745402336120605 seconds
Testing time for Neural Network: 0.0005879402160644531 seconds
RMSE for Neural Network: 0.3513660773095361
MAE for Neural Network: 0.278080315146446
Training time for Neural Network: 0.13166522979736328 seconds
Testing time for Neural Network: 0.0011489391326904297 seconds
RMSE for Neural Network: 0.35137375699203044
MAE for Neural Network: 0.26059735047310406
Training time for Neural Network: 0.4675178527832031 seconds
Testing time for Neural Network: 0.0005908012390136719 seconds
RMSE for Neural Network: 0.19187314359490115
MAE for Neural Network: 0.14973644305614425
Training time for Neural Network: 0.3810138702392578 seconds
Testing time for Neural Network: 0.000576019287109375 seconds
RMSE for Neural Network: 256.3412331993484
MAE for Neural Network: 196.36986258917906
Training time for Neural Network: 0.4181649684906006 seconds
Testing time for Neural Network: 0.0015020370483398438 seconds
RMSE for Neural Network: 0.20466193362133994
MAE for Neural Network: 0.15928046748412722
Training time for Neural Network: 0.9472541809082031 seconds
Testing time for Neural Network: 0.0006618499755859375 seconds
RMSE for Neural Network: 255.9926565621549
MAE for Neural Network: 195.91915444936677
Training time for Neural Network: 0.31369709968566895 seconds
Testing time for Neural Network: 0.0013568401336669922 seconds
RMSE for Neural Network: 257.8568123059421
MAE for Neural Network: 198.33977129557718
Training time for Neural Network: 0.48578906059265137 seconds
Testing time for Neural Network: 0.0015807151794433594 seconds
RMSE for Neural Network: 258.2170867837101
MAE for Neural Network: 198.80793025446968
Training time for Neural Network: 0.37799501419067383 seconds
Testing time for Neural Network: 0.00061798095703125 seconds
RMSE for Neural Network: 258.0950290262226
MAE for Neural Network: 198.64937259666013
Training time for Neural Network: 0.39090776443481445 seconds
Testing time for Neural Network: 0.0013129711151123047 seconds
RMSE for Neural Network: 0.15659918627883984
MAE for Neural Network: 0.12039170737254429
Training time for Neural Network: 0.37602996826171875 seconds
Testing time for Neural Network: 0.002271890640258789 seconds
RMSE for Neural Network: 256.44821250960166
MAE for Neural Network: 196.50809974651057
Training time for Neural Network: 0.42205119132995605 seconds
Testing time for Neural Network: 0.0014178752899169922 seconds
RMSE for Neural Network: 0.2096189715463811
MAE for Neural Network: 0.1724301101488198
Training time for Neural Network: 0.4044780731201172 seconds
Testing time for Neural Network: 0.0006120204925537109 seconds
RMSE for Neural Network: 258.3505887906106
MAE for Neural Network: 198.9812954864229
Training time for Neural Network: 0.3868899345397949 seconds
Testing time for Neural Network: 0.0006380081176757812 seconds
RMSE for Neural Network: 256.946923067708
MAE for Neural Network: 197.1553968294113
Training time for Neural Network: 0.46009397506713867 seconds
Testing time for Neural Network: 0.0006260871887207031 seconds
RMSE for Neural Network: 0.2578946189261504
MAE for Neural Network: 0.19174945987552086
Training time for Neural Network: 0.2930622100830078 seconds
Testing time for Neural Network: 0.0005087852478027344 seconds
RMSE for Neural Network: 256.4699554427384
MAE for Neural Network: 196.53619069818657
Training time for Neural Network: 0.3017559051513672 seconds
Testing time for Neural Network: 0.002624034881591797 seconds
RMSE for Neural Network: 257.9614078722665
MAE for Neural Network: 198.475734477648
Training time for Neural Network: 0.4476180076599121 seconds
Testing time for Neural Network: 0.0006189346313476562 seconds
RMSE for Neural Network: 255.9985380942454
MAE for Neural Network: 195.92676284004926
Training time for Neural Network: 0.2587289810180664 seconds
Testing time for Neural Network: 0.0005381107330322266 seconds
RMSE for Neural Network: 258.1068913423147
MAE for Neural Network: 198.6647844571188
Training time for Neural Network: 0.414351224899292 seconds
Testing time for Neural Network: 0.001813650131225586 seconds
RMSE for Neural Network: 0.20448043174551458
MAE for Neural Network: 0.15168231377019098
Training time for Neural Network: 0.3757140636444092 seconds
Testing time for Neural Network: 0.0005881786346435547 seconds
RMSE for Neural Network: 7.027133012085217
MAE for Neural Network: 5.445080869686365
Training time for Neural Network: 0.43181300163269043 seconds
Testing time for Neural Network: 0.0006301403045654297 seconds
RMSE for Neural Network: 257.8942040688637
MAE for Neural Network: 198.3883810038096
Training time for Neural Network: 0.4925708770751953 seconds
Testing time for Neural Network: 0.001493215560913086 seconds
RMSE for Neural Network: 0.2903675492532652
MAE for Neural Network: 0.21579413350268759
Training time for Neural Network: 0.5323488712310791 seconds
Testing time for Neural Network: 0.002629995346069336 seconds
RMSE for Neural Network: 257.3228964609902
MAE for Neural Network: 197.6451422830156
Training time for Neural Network: 0.5427589416503906 seconds
Testing time for Neural Network: 0.0026290416717529297 seconds
RMSE for Neural Network: 257.7948944485191
MAE for Neural Network: 198.25926669067223
Training time for Neural Network: 1.2004480361938477 seconds
Testing time for Neural Network: 0.027903079986572266 seconds
RMSE for Neural Network: 257.11243315205945
MAE for Neural Network: 197.37105285824526
Training time for Neural Network: 0.9579019546508789 seconds
Testing time for Neural Network: 0.0006430149078369141 seconds
RMSE for Neural Network: 0.17352777762831598
MAE for Neural Network: 0.12897092106964209
Training time for Neural Network: 0.4294860363006592 seconds
Testing time for Neural Network: 0.0005919933319091797 seconds
RMSE for Neural Network: 258.3583012275144
MAE for Neural Network: 198.99130895133857
Training time for Neural Network: 0.6417508125305176 seconds
Testing time for Neural Network: 0.005802154541015625 seconds
RMSE for Neural Network: 0.25407683336616277
MAE for Neural Network: 0.19034376331770717
Training time for Neural Network: 0.6482629776000977 seconds
Testing time for Neural Network: 0.0014770030975341797 seconds
RMSE for Neural Network: 258.31783567769213
MAE for Neural Network: 198.93876810266806
Training time for Neural Network: 0.42940807342529297 seconds
Testing time for Neural Network: 0.0006420612335205078 seconds
RMSE for Neural Network: 256.3512623481662
MAE for Neural Network: 196.38282383852905
Training time for Neural Network: 0.5130338668823242 seconds
Testing time for Neural Network: 0.0014688968658447266 seconds
RMSE for Neural Network: 256.509803216089
MAE for Neural Network: 196.58766799440528
Training time for Neural Network: 0.4053318500518799 seconds
Testing time for Neural Network: 0.0005919933319091797 seconds
RMSE for Neural Network: 0.20047721645118102
MAE for Neural Network: 0.160883026513631
Training time for Neural Network: 0.48412084579467773 seconds
Testing time for Neural Network: 0.0006389617919921875 seconds
RMSE for Neural Network: 0.20542112134501933
MAE for Neural Network: 0.15679448069277135
Training time for Neural Network: 0.5281920433044434 seconds
Testing time for Neural Network: 0.0005769729614257812 seconds
RMSE for Neural Network: 0.14730403598935235
MAE for Neural Network: 0.11316151953982594
Training time for Neural Network: 0.34853291511535645 seconds
Testing time for Neural Network: 0.0005922317504882812 seconds
RMSE for Neural Network: 255.97376081423408
MAE for Neural Network: 195.89470994195355
Training time for Neural Network: 0.5166070461273193 seconds
Testing time for Neural Network: 0.0006928443908691406 seconds
RMSE for Neural Network: 256.4038044383223
MAE for Neural Network: 196.4507211891738
Training time for Neural Network: 0.9366207122802734 seconds
Testing time for Neural Network: 0.000823974609375 seconds
RMSE for Neural Network: 0.4867812639539742
MAE for Neural Network: 0.3970145092189009
Training time for Neural Network: 0.5851600170135498 seconds
Testing time for Neural Network: 0.003281116485595703 seconds
RMSE for Neural Network: 0.8970277528586609
MAE for Neural Network: 0.7130154921161025
Training time for Neural Network: 0.3734121322631836 seconds
Testing time for Neural Network: 0.0006086826324462891 seconds
RMSE for Neural Network: 0.29025402152581825
MAE for Neural Network: 0.23059525598511157
Training time for Neural Network: 0.26868224143981934 seconds
Testing time for Neural Network: 0.0012958049774169922 seconds
RMSE for Neural Network: 258.038558299148
MAE for Neural Network: 198.5759975276539
Training time for Neural Network: 0.6313529014587402 seconds
Testing time for Neural Network: 0.0039730072021484375 seconds
RMSE for Neural Network: 255.90214453701412
MAE for Neural Network: 195.80297905999726
Training time for Neural Network: 0.6030161380767822 seconds
Testing time for Neural Network: 0.002234935760498047 seconds
RMSE for Neural Network: 0.23268266110220598
MAE for Neural Network: 0.18116950120032826
Training time for Neural Network: 0.817328929901123 seconds
Testing time for Neural Network: 0.0006649494171142578 seconds
RMSE for Neural Network: 0.22364533544849782
MAE for Neural Network: 0.1682446980401815
Training time for Neural Network: 0.8157267570495605 seconds
Testing time for Neural Network: 0.004007816314697266 seconds
RMSE for Neural Network: 257.86236446701406
MAE for Neural Network: 198.34698947430286
Training time for Neural Network: 1.0216081142425537 seconds
Testing time for Neural Network: 0.004086971282958984 seconds
RMSE for Neural Network: 257.20907271032996
MAE for Neural Network: 197.49692734194068
Training time for Neural Network: 1.1273760795593262 seconds
Testing time for Neural Network: 0.0016739368438720703 seconds
RMSE for Neural Network: 256.31877242662654
MAE for Neural Network: 196.34083393747937
Training time for Neural Network: 0.828315019607544 seconds
Testing time for Neural Network: 0.0007810592651367188 seconds
RMSE for Neural Network: 258.44571412711684
MAE for Neural Network: 199.10478742530373
Training time for Neural Network: 1.2498817443847656 seconds
Testing time for Neural Network: 0.0029251575469970703 seconds
RMSE for Neural Network: 256.41919171775515
MAE for Neural Network: 196.47060349911084
Training time for Neural Network: 1.5327742099761963 seconds
Testing time for Neural Network: 0.0013430118560791016 seconds
RMSE for Neural Network: 0.2032739846445641
MAE for Neural Network: 0.16318379129100616
Training time for Neural Network: 0.8661551475524902 seconds
Testing time for Neural Network: 0.0007748603820800781 seconds
RMSE for Neural Network: 0.5021673969140192
MAE for Neural Network: 0.40423418200811945
Training time for Neural Network: 0.9937548637390137 seconds
Testing time for Neural Network: 0.0013949871063232422 seconds
RMSE for Neural Network: 257.1774827961796
MAE for Neural Network: 197.45578462627847
Training time for Neural Network: 1.0843760967254639 seconds
Testing time for Neural Network: 0.000598907470703125 seconds
RMSE for Neural Network: 0.455129082997603
MAE for Neural Network: 0.3588722520738955
Training time for Neural Network: 0.8938391208648682 seconds
Testing time for Neural Network: 0.002688884735107422 seconds
RMSE for Neural Network: 0.5228797937256138
MAE for Neural Network: 0.4273689407303889
Training time for Neural Network: 0.7687969207763672 seconds
Testing time for Neural Network: 0.0013680458068847656 seconds
RMSE for Neural Network: 256.08596644604825
MAE for Neural Network: 196.03984618993374
Training time for Neural Network: 0.7647309303283691 seconds
Testing time for Neural Network: 0.0017998218536376953 seconds
RMSE for Neural Network: 0.17736648312239237
MAE for Neural Network: 0.1388632662559528
Training time for Neural Network: 1.2689208984375 seconds
Testing time for Neural Network: 0.0006222724914550781 seconds
RMSE for Neural Network: 0.26442310825361937
MAE for Neural Network: 0.21450292977100469
Training time for Neural Network: 0.789038896560669 seconds
Testing time for Neural Network: 0.0011830329895019531 seconds
RMSE for Neural Network: 0.21275951368375334
MAE for Neural Network: 0.16605150583745057
Training time for Neural Network: 0.8185288906097412 seconds
Testing time for Neural Network: 0.000926971435546875 seconds
RMSE for Neural Network: 257.4045774900045
MAE for Neural Network: 197.7514746792239
Training time for Neural Network: 0.7164061069488525 seconds
Testing time for Neural Network: 0.0008177757263183594 seconds
RMSE for Neural Network: 258.0651879732456
MAE for Neural Network: 198.61060009140144
Training time for Neural Network: 0.1420583724975586 seconds
Testing time for Neural Network: 0.00046896934509277344 seconds
RMSE for Neural Network: 257.93606951973123
MAE for Neural Network: 198.44280078724856
Training time for Neural Network: 0.7748029232025146 seconds
Testing time for Neural Network: 0.0010628700256347656 seconds
RMSE for Neural Network: 256.24056900929264
MAE for Neural Network: 196.2397486407304
Training time for Neural Network: 0.7365140914916992 seconds
Testing time for Neural Network: 0.005224943161010742 seconds
RMSE for Neural Network: 256.32432387503695
MAE for Neural Network: 196.34800888234014
Training time for Neural Network: 0.5738751888275146 seconds
Testing time for Neural Network: 0.0015540122985839844 seconds
RMSE for Neural Network: 0.609385599540145
MAE for Neural Network: 0.4790585003780376
Training time for Neural Network: 0.8278069496154785 seconds
Testing time for Neural Network: 0.00066375732421875 seconds
RMSE for Neural Network: 0.4043347194770812
MAE for Neural Network: 0.27344212281900687
Training time for Neural Network: 0.6850612163543701 seconds
Testing time for Neural Network: 0.0010769367218017578 seconds
RMSE for Neural Network: 255.96531169793164
MAE for Neural Network: 195.8837793192188
Training time for Neural Network: 0.8613121509552002 seconds
Testing time for Neural Network: 0.006220102310180664 seconds
RMSE for Neural Network: 256.6736279512087
MAE for Neural Network: 196.79924579446975
Training time for Neural Network: 0.7740721702575684 seconds
Testing time for Neural Network: 0.001149892807006836 seconds
RMSE for Neural Network: 256.5036694453719
MAE for Neural Network: 196.57974445631237
Training time for Neural Network: 0.6558897495269775 seconds
Testing time for Neural Network: 0.0006251335144042969 seconds
RMSE for Neural Network: 257.30570417543345
MAE for Neural Network: 197.62275837113413
Training time for Neural Network: 0.6542651653289795 seconds
Testing time for Neural Network: 0.0014607906341552734 seconds
RMSE for Neural Network: 255.93069149199587
MAE for Neural Network: 195.8409104820447
Training time for Neural Network: 0.14395713806152344 seconds
Testing time for Neural Network: 0.0005137920379638672 seconds
RMSE for Neural Network: 256.4087234593661
MAE for Neural Network: 196.45707727738912
Training time for Neural Network: 0.543914794921875 seconds
Testing time for Neural Network: 0.0022542476654052734 seconds
RMSE for Neural Network: 256.91554379712585
MAE for Neural Network: 197.11449938949926
Training time for Neural Network: 0.5471980571746826 seconds
Testing time for Neural Network: 0.0005977153778076172 seconds
RMSE for Neural Network: 256.3795690024568
MAE for Neural Network: 196.4194042402606
Training time for Neural Network: 0.5786290168762207 seconds
Testing time for Neural Network: 0.0007228851318359375 seconds
RMSE for Neural Network: 0.17433338643344498
MAE for Neural Network: 0.12617932366410947
Training time for Neural Network: 0.6300830841064453 seconds
Testing time for Neural Network: 0.00436711311340332 seconds
RMSE for Neural Network: 0.2709818161994816
MAE for Neural Network: 0.20308650619775712
Training time for Neural Network: 0.618077278137207 seconds
Testing time for Neural Network: 0.00084686279296875 seconds
RMSE for Neural Network: 257.47854668267007
MAE for Neural Network: 197.84774759096936
Training time for Neural Network: 0.24095416069030762 seconds
Testing time for Neural Network: 0.0032918453216552734 seconds
RMSE for Neural Network: 1.0814347590491509
MAE for Neural Network: 0.6200411463322021
Training time for Neural Network: 0.5209121704101562 seconds
Testing time for Neural Network: 0.0006270408630371094 seconds
RMSE for Neural Network: 0.2171489198367582
MAE for Neural Network: 0.1728684060975003
Training time for Neural Network: 0.6189501285552979 seconds
Testing time for Neural Network: 0.0008349418640136719 seconds
RMSE for Neural Network: 0.30995197241505035
MAE for Neural Network: 0.23865954144055437
Training time for Neural Network: 0.628680944442749 seconds
Testing time for Neural Network: 0.0007789134979248047 seconds
RMSE for Neural Network: 256.44465456947546
MAE for Neural Network: 196.50350287864953
Training time for Neural Network: 0.6336150169372559 seconds
Testing time for Neural Network: 0.0006458759307861328 seconds
RMSE for Neural Network: 258.38837803893125
MAE for Neural Network: 199.03035730910406
Training time for Neural Network: 0.1911320686340332 seconds
Testing time for Neural Network: 0.0021071434020996094 seconds
RMSE for Neural Network: 257.33761025515076
MAE for Neural Network: 197.6642984376083
Training time for Neural Network: 1.0640802383422852 seconds
Testing time for Neural Network: 0.0017480850219726562 seconds
RMSE for Neural Network: 0.20311908739299686
MAE for Neural Network: 0.1545323168072097
Training time for Neural Network: 0.5967609882354736 seconds
Testing time for Neural Network: 0.0018281936645507812 seconds
RMSE for Neural Network: 257.32404143470706
MAE for Neural Network: 197.64663297230953
Training time for Neural Network: 0.6404871940612793 seconds
Testing time for Neural Network: 0.0008530616760253906 seconds
RMSE for Neural Network: 0.18475412689790885
MAE for Neural Network: 0.1475803045435103
Training time for Neural Network: 0.7101247310638428 seconds
Testing time for Neural Network: 0.0015642642974853516 seconds
RMSE for Neural Network: 0.5109619152468753
MAE for Neural Network: 0.4058361056111828
Training time for Neural Network: 0.6867091655731201 seconds
Testing time for Neural Network: 0.0008780956268310547 seconds
RMSE for Neural Network: 0.43473578143550007
MAE for Neural Network: 0.34554062651529427
Training time for Neural Network: 0.6724779605865479 seconds
Testing time for Neural Network: 0.0013828277587890625 seconds
RMSE for Neural Network: 0.12731571531260671
MAE for Neural Network: 0.10206955050896407
Training time for Neural Network: 0.597327709197998 seconds
Testing time for Neural Network: 0.0006301403045654297 seconds
RMSE for Neural Network: 257.6659016655606
MAE for Neural Network: 198.09150942462517
Training time for Neural Network: 0.604511022567749 seconds
Testing time for Neural Network: 0.0008108615875244141 seconds
RMSE for Neural Network: 0.22597283806766388
MAE for Neural Network: 0.17349468838243706
Training time for Neural Network: 0.5306529998779297 seconds
Testing time for Neural Network: 0.0007998943328857422 seconds
RMSE for Neural Network: 258.1179655374249
MAE for Neural Network: 198.6791719284617
Training time for Neural Network: 0.533174991607666 seconds
Testing time for Neural Network: 0.0008499622344970703 seconds
RMSE for Neural Network: 0.3684000865182705
MAE for Neural Network: 0.2980308358334587
Training time for Neural Network: 0.593256950378418 seconds
Testing time for Neural Network: 0.0018601417541503906 seconds
RMSE for Neural Network: 258.41049098049814
MAE for Neural Network: 199.05906428440306
Training time for Neural Network: 0.12054991722106934 seconds
Testing time for Neural Network: 0.0012562274932861328 seconds
RMSE for Neural Network: 257.8568621690477
MAE for Neural Network: 198.33983612140872
Training time for Neural Network: 0.5220417976379395 seconds
Testing time for Neural Network: 0.0006430149078369141 seconds
RMSE for Neural Network: 257.49467561207365
MAE for Neural Network: 197.86873728198455
Training time for Neural Network: 0.5064711570739746 seconds
Testing time for Neural Network: 0.0008258819580078125 seconds
RMSE for Neural Network: 0.4681292809523181
MAE for Neural Network: 0.3717499257980135
Training time for Neural Network: 0.5569469928741455 seconds
Testing time for Neural Network: 0.0010790824890136719 seconds
RMSE for Neural Network: 257.82874133844865
MAE for Neural Network: 198.30327552808774
Training time for Neural Network: 0.5838310718536377 seconds
Testing time for Neural Network: 0.0009059906005859375 seconds
RMSE for Neural Network: 256.9487356009167
MAE for Neural Network: 197.15775904566829
Training time for Neural Network: 0.5478661060333252 seconds
Testing time for Neural Network: 0.0008800029754638672 seconds
RMSE for Neural Network: 257.4758701543741
MAE for Neural Network: 197.8442643514138
Training time for Neural Network: 0.5072147846221924 seconds
Testing time for Neural Network: 0.0017561912536621094 seconds
RMSE for Neural Network: 256.265733795452
MAE for Neural Network: 196.27227887383867
Training time for Neural Network: 0.5205309391021729 seconds
Testing time for Neural Network: 0.0008151531219482422 seconds
RMSE for Neural Network: 257.7457423651652
MAE for Neural Network: 198.19535043075584
Training time for Neural Network: 0.21336698532104492 seconds
Testing time for Neural Network: 0.001230001449584961 seconds
RMSE for Neural Network: 256.23937534577874
MAE for Neural Network: 196.2382055495191
Training time for Neural Network: 0.5947840213775635 seconds
Testing time for Neural Network: 0.0009081363677978516 seconds
RMSE for Neural Network: 255.84170370045734
MAE for Neural Network: 195.7279257599215
Training time for Neural Network: 0.44700098037719727 seconds
Testing time for Neural Network: 0.0013530254364013672 seconds
RMSE for Neural Network: 257.6274950489414
MAE for Neural Network: 198.04154975709596
Training time for Neural Network: 0.49054598808288574 seconds
Testing time for Neural Network: 0.0010008811950683594 seconds
RMSE for Neural Network: 0.8146093714168205
MAE for Neural Network: 0.6115531095460528
Training time for Neural Network: 0.5289719104766846 seconds
Testing time for Neural Network: 0.0023660659790039062 seconds
RMSE for Neural Network: 0.2882114857029259
MAE for Neural Network: 0.2164720923265525
Training time for Neural Network: 0.5245230197906494 seconds
Testing time for Neural Network: 0.0017440319061279297 seconds
RMSE for Neural Network: 0.19245852287273704
MAE for Neural Network: 0.15496690454152326
Training time for Neural Network: 0.5847327709197998 seconds
Testing time for Neural Network: 0.002070903778076172 seconds
RMSE for Neural Network: 0.26920176341958535
MAE for Neural Network: 0.20071754665064312
Training time for Neural Network: 0.5708520412445068 seconds
Testing time for Neural Network: 0.001402139663696289 seconds
RMSE for Neural Network: 258.35206843351835
MAE for Neural Network: 198.98321660099205
Training time for Neural Network: 0.5132999420166016 seconds
Testing time for Neural Network: 0.0008521080017089844 seconds
RMSE for Neural Network: 0.5381107861325467
MAE for Neural Network: 0.4221897953615553
Training time for Neural Network: 1.1981468200683594 seconds
Testing time for Neural Network: 0.0013880729675292969 seconds
RMSE for Neural Network: 0.29307752940341486
MAE for Neural Network: 0.23984472613770452
Training time for Neural Network: 0.430772066116333 seconds
Testing time for Neural Network: 0.0013229846954345703 seconds
RMSE for Neural Network: 0.34599181873942675
MAE for Neural Network: 0.27260898069497663
Training time for Neural Network: 0.6102569103240967 seconds
Testing time for Neural Network: 0.0009398460388183594 seconds
RMSE for Neural Network: 256.988045272351
MAE for Neural Network: 197.20898721382832
Training time for Neural Network: 0.20992803573608398 seconds
Testing time for Neural Network: 0.001291036605834961 seconds
RMSE for Neural Network: 0.7970505409364325
MAE for Neural Network: 0.6623314697562046
Training time for Neural Network: 0.5955820083618164 seconds
Testing time for Neural Network: 0.000865936279296875 seconds
RMSE for Neural Network: 0.21210889215298562
MAE for Neural Network: 0.16602572162589319
Training time for Neural Network: 0.5687589645385742 seconds
Testing time for Neural Network: 0.0013611316680908203 seconds
RMSE for Neural Network: 0.2739301864997367
MAE for Neural Network: 0.21787926071871222
Training time for Neural Network: 0.5224189758300781 seconds
Testing time for Neural Network: 0.0009090900421142578 seconds
RMSE for Neural Network: 257.515281698786
MAE for Neural Network: 197.89555208090226
Training time for Neural Network: 0.4968991279602051 seconds
Testing time for Neural Network: 0.0008108615875244141 seconds
RMSE for Neural Network: 0.2388203094047663
MAE for Neural Network: 0.18969440483532538
Training time for Neural Network: 0.4964289665222168 seconds
Testing time for Neural Network: 0.0006561279296875 seconds
RMSE for Neural Network: 0.27941801694987756
MAE for Neural Network: 0.21361336753943974
Training time for Neural Network: 0.5339581966400146 seconds
Testing time for Neural Network: 0.00140380859375 seconds
RMSE for Neural Network: 0.28407906886462364
MAE for Neural Network: 0.2260811114127852
Training time for Neural Network: 0.7014272212982178 seconds
Testing time for Neural Network: 0.0008800029754638672 seconds
RMSE for Neural Network: 0.17136606995777406
MAE for Neural Network: 0.1436709415108934
Training time for Neural Network: 0.5933840274810791 seconds
Testing time for Neural Network: 0.001039743423461914 seconds
RMSE for Neural Network: 258.27888024762996
MAE for Neural Network: 198.88818267300238
Training time for Neural Network: 0.493649959564209 seconds
Testing time for Neural Network: 0.0011260509490966797 seconds
RMSE for Neural Network: 0.2289749664374585
MAE for Neural Network: 0.1670395980568649
Training time for Neural Network: 0.36965084075927734 seconds
Testing time for Neural Network: 0.0007889270782470703 seconds
RMSE for Neural Network: 0.43519482105496704
MAE for Neural Network: 0.33758264952937195
Training time for Neural Network: 0.5616400241851807 seconds
Testing time for Neural Network: 0.0007660388946533203 seconds
RMSE for Neural Network: 0.2385219319070788
MAE for Neural Network: 0.1890683286161243
Training time for Neural Network: 0.5710971355438232 seconds
Testing time for Neural Network: 0.0008828639984130859 seconds
RMSE for Neural Network: 257.2796426522837
MAE for Neural Network: 197.58882495800927
Training time for Neural Network: 0.50140380859375 seconds
Testing time for Neural Network: 0.0013570785522460938 seconds
RMSE for Neural Network: 258.4272983938478
MAE for Neural Network: 199.0808825079466
Training time for Neural Network: 0.6229610443115234 seconds
Testing time for Neural Network: 0.0067861080169677734 seconds
RMSE for Neural Network: 257.5471627083667
MAE for Neural Network: 197.93703605977814
Training time for Neural Network: 0.5810799598693848 seconds
Testing time for Neural Network: 0.0007710456848144531 seconds
RMSE for Neural Network: 257.39871729249285
MAE for Neural Network: 197.74384665223002
Training time for Neural Network: 0.6557528972625732 seconds
Testing time for Neural Network: 0.0006458759307861328 seconds
RMSE for Neural Network: 0.15126746876985203
MAE for Neural Network: 0.110147394840318
Training time for Neural Network: 0.541755199432373 seconds
Testing time for Neural Network: 0.0014069080352783203 seconds
RMSE for Neural Network: 256.6139637466499
MAE for Neural Network: 196.7222011209795
Training time for Neural Network: 0.6433179378509521 seconds
Testing time for Neural Network: 0.0007929801940917969 seconds
RMSE for Neural Network: 0.2223015486430408
MAE for Neural Network: 0.1511174160110916
Training time for Neural Network: 0.5973548889160156 seconds
Testing time for Neural Network: 0.0008070468902587891 seconds
RMSE for Neural Network: 256.7555742857095
MAE for Neural Network: 196.90595255548894
Training time for Neural Network: 0.7377119064331055 seconds
Testing time for Neural Network: 0.0008599758148193359 seconds
RMSE for Neural Network: 257.0186222876203
MAE for Neural Network: 197.2488312452737
Training time for Neural Network: 0.5656869411468506 seconds
Testing time for Neural Network: 0.0014801025390625 seconds
RMSE for Neural Network: 255.8810540123527
MAE for Neural Network: 195.77679101683094
Training time for Neural Network: 0.6246950626373291 seconds
Testing time for Neural Network: 0.001371145248413086 seconds
RMSE for Neural Network: 257.3386432819616
MAE for Neural Network: 197.66564332528978
Training time for Neural Network: 0.5564539432525635 seconds
Testing time for Neural Network: 0.0008370876312255859 seconds
RMSE for Neural Network: 0.31835069717925324
MAE for Neural Network: 0.2509105126099767
Training time for Neural Network: 0.9038112163543701 seconds
Testing time for Neural Network: 0.005137920379638672 seconds
RMSE for Neural Network: 256.05870309200867
MAE for Neural Network: 196.00458559894523
Training time for Neural Network: 1.0164999961853027 seconds
Testing time for Neural Network: 0.001280069351196289 seconds
RMSE for Neural Network: 257.0127484412269
MAE for Neural Network: 197.24117746128312
Training time for Neural Network: 0.5482511520385742 seconds
Testing time for Neural Network: 0.001336812973022461 seconds
RMSE for Neural Network: 0.4186889081003141
MAE for Neural Network: 0.32776529273615723
Training time for Neural Network: 0.6843230724334717 seconds
Testing time for Neural Network: 0.0008461475372314453 seconds
RMSE for Neural Network: 256.1017858514738
MAE for Neural Network: 196.0603047303806
Training time for Neural Network: 0.6002097129821777 seconds
Testing time for Neural Network: 0.0008699893951416016 seconds
RMSE for Neural Network: 255.8434993094285
MAE for Neural Network: 195.73015566492953
Training time for Neural Network: 0.5095663070678711 seconds
Testing time for Neural Network: 0.0009598731994628906 seconds
RMSE for Neural Network: 0.4172677645601244
MAE for Neural Network: 0.3248661202566905
Training time for Neural Network: 0.3043498992919922 seconds
Testing time for Neural Network: 0.0012788772583007812 seconds
RMSE for Neural Network: 0.5999532812768682
MAE for Neural Network: 0.4879468853204096
Training time for Neural Network: 1.020758867263794 seconds
Testing time for Neural Network: 0.002847909927368164 seconds
RMSE for Neural Network: 0.23069801679261287
MAE for Neural Network: 0.17394190913028354
Training time for Neural Network: 0.4136009216308594 seconds
Testing time for Neural Network: 0.0006079673767089844 seconds
RMSE for Neural Network: 0.19521940989967695
MAE for Neural Network: 0.14035161932996978
Training time for Neural Network: 0.6369130611419678 seconds
Testing time for Neural Network: 0.0008389949798583984 seconds
RMSE for Neural Network: 0.18261859560086666
MAE for Neural Network: 0.13966248503191916
Training time for Neural Network: 0.643355131149292 seconds
Testing time for Neural Network: 0.0006480216979980469 seconds
RMSE for Neural Network: 0.31827274408837497
MAE for Neural Network: 0.25560047681578835
Training time for Neural Network: 0.5604269504547119 seconds
Testing time for Neural Network: 0.0013680458068847656 seconds
RMSE for Neural Network: 257.69441780250435
MAE for Neural Network: 198.12860013529504
Training time for Neural Network: 0.5492451190948486 seconds
Testing time for Neural Network: 0.0008697509765625 seconds
RMSE for Neural Network: 0.23348670395518029
MAE for Neural Network: 0.18054614618533002
Training time for Neural Network: 0.6377830505371094 seconds
Testing time for Neural Network: 0.0009300708770751953 seconds
RMSE for Neural Network: 256.71726810578576
MAE for Neural Network: 196.8560005910358
Training time for Neural Network: 0.6037540435791016 seconds
Testing time for Neural Network: 0.0008728504180908203 seconds
RMSE for Neural Network: 257.5347661558613
MAE for Neural Network: 197.92090592950044
Training time for Neural Network: 0.33332180976867676 seconds
Testing time for Neural Network: 0.0013048648834228516 seconds
RMSE for Neural Network: 0.23255724348093956
MAE for Neural Network: 0.18484625534584978
Training time for Neural Network: 0.46501684188842773 seconds
Testing time for Neural Network: 0.0008008480072021484 seconds
RMSE for Neural Network: 258.36246597931864
MAE for Neural Network: 198.9967161837466
Training time for Neural Network: 0.5381410121917725 seconds
Testing time for Neural Network: 0.0008802413940429688 seconds
RMSE for Neural Network: 0.2829696949697239
MAE for Neural Network: 0.2087188350857577
Training time for Neural Network: 0.6025700569152832 seconds
Testing time for Neural Network: 0.0008609294891357422 seconds
RMSE for Neural Network: 256.7009141377404
MAE for Neural Network: 196.83467312481196
Training time for Neural Network: 0.599297046661377 seconds
Testing time for Neural Network: 0.001132965087890625 seconds
RMSE for Neural Network: 256.99092471625687
MAE for Neural Network: 197.21273947571643
Training time for Neural Network: 0.5528831481933594 seconds
Testing time for Neural Network: 0.001352071762084961 seconds
RMSE for Neural Network: 255.82160298044522
MAE for Neural Network: 195.70296260995602
Training time for Neural Network: 0.6349959373474121 seconds
Testing time for Neural Network: 0.00086212158203125 seconds
RMSE for Neural Network: 0.13409557663971403
MAE for Neural Network: 0.10010685508749033
Training time for Neural Network: 0.643524169921875 seconds
Testing time for Neural Network: 0.0008730888366699219 seconds
RMSE for Neural Network: 256.4777967501774
MAE for Neural Network: 196.54632092560473
Training time for Neural Network: 0.5721659660339355 seconds
Testing time for Neural Network: 0.000823974609375 seconds
RMSE for Neural Network: 257.8139414869137
MAE for Neural Network: 198.28403276617544
Training time for Neural Network: 0.5684630870819092 seconds
Testing time for Neural Network: 0.0006432533264160156 seconds
RMSE for Neural Network: 256.5587985981468
MAE for Neural Network: 196.650954917379
Training time for Neural Network: 0.6369678974151611 seconds
Testing time for Neural Network: 0.002084970474243164 seconds
RMSE for Neural Network: 0.1878377001746541
MAE for Neural Network: 0.1460393444953623
Training time for Neural Network: 0.5728681087493896 seconds
Testing time for Neural Network: 0.0008351802825927734 seconds
RMSE for Neural Network: 256.8743169340227
MAE for Neural Network: 197.06076201344794
Training time for Neural Network: 1.211292028427124 seconds
Testing time for Neural Network: 0.0012450218200683594 seconds
RMSE for Neural Network: 257.1274286604047
MAE for Neural Network: 197.39058689438934
Training time for Neural Network: 0.5730860233306885 seconds
Testing time for Neural Network: 0.0008740425109863281 seconds
RMSE for Neural Network: 258.22076857199755
MAE for Neural Network: 198.8127122367006
Training time for Neural Network: 0.5768208503723145 seconds
Testing time for Neural Network: 0.0009551048278808594 seconds
RMSE for Neural Network: 0.2286785732235179
MAE for Neural Network: 0.18152232840792856
Training time for Neural Network: 0.17293787002563477 seconds
Testing time for Neural Network: 0.0005130767822265625 seconds
RMSE for Neural Network: 0.6651021992390577
MAE for Neural Network: 0.5058078109541048
Training time for Neural Network: 0.4230189323425293 seconds
Testing time for Neural Network: 0.0007719993591308594 seconds
RMSE for Neural Network: 257.66546134333794
MAE for Neural Network: 198.0909366787768
Training time for Neural Network: 0.5963802337646484 seconds
Testing time for Neural Network: 0.0015227794647216797 seconds
RMSE for Neural Network: 256.4979884468519
MAE for Neural Network: 196.5724056856503
Training time for Neural Network: 0.5057768821716309 seconds
Testing time for Neural Network: 0.0008602142333984375 seconds
RMSE for Neural Network: 255.9647236788553
MAE for Neural Network: 195.88301858936887
Training time for Neural Network: 0.7487390041351318 seconds
Testing time for Neural Network: 0.0012459754943847656 seconds
RMSE for Neural Network: 256.02693475970693
MAE for Neural Network: 195.9634952239433
Training time for Neural Network: 0.4697737693786621 seconds
Testing time for Neural Network: 0.002031087875366211 seconds
RMSE for Neural Network: 256.0143201368595
MAE for Neural Network: 195.94717798877411
Training time for Neural Network: 0.5055580139160156 seconds
Testing time for Neural Network: 0.0007991790771484375 seconds
RMSE for Neural Network: 257.43575181089926
MAE for Neural Network: 197.7920512443383
Training time for Neural Network: 0.6574611663818359 seconds
Testing time for Neural Network: 0.0009219646453857422 seconds
RMSE for Neural Network: 257.33426945835345
MAE for Neural Network: 197.65994906066447
Training time for Neural Network: 0.48699021339416504 seconds
Testing time for Neural Network: 0.0006079673767089844 seconds
RMSE for Neural Network: 0.1718664321765796
MAE for Neural Network: 0.13023179585408579
Training time for Neural Network: 0.623291015625 seconds
Testing time for Neural Network: 0.0013790130615234375 seconds
RMSE for Neural Network: 258.00438054885853
MAE for Neural Network: 198.53158340022435
Training time for Neural Network: 0.5637218952178955 seconds
Testing time for Neural Network: 0.0008189678192138672 seconds
RMSE for Neural Network: 257.63609419667534
MAE for Neural Network: 198.05273605259333
Training time for Neural Network: 0.3997960090637207 seconds
Testing time for Neural Network: 0.0007910728454589844 seconds
RMSE for Neural Network: 0.4440196281294526
MAE for Neural Network: 0.35765612440993805
Training time for Neural Network: 0.1932988166809082 seconds
Testing time for Neural Network: 0.00048804283142089844 seconds
RMSE for Neural Network: 256.0549947435886
MAE for Neural Network: 195.9988533275074
Training time for Neural Network: 0.5326650142669678 seconds
Testing time for Neural Network: 0.0007748603820800781 seconds
RMSE for Neural Network: 257.9107321109524
MAE for Neural Network: 198.40986609291238
Training time for Neural Network: 0.5513360500335693 seconds
Testing time for Neural Network: 0.0008041858673095703 seconds
RMSE for Neural Network: 258.05069210640295
MAE for Neural Network: 198.59176448582548
Training time for Neural Network: 0.595372200012207 seconds
Testing time for Neural Network: 0.0006427764892578125 seconds
RMSE for Neural Network: 0.36582373117201894
MAE for Neural Network: 0.2800740302605733
Training time for Neural Network: 0.677642822265625 seconds
Testing time for Neural Network: 0.0006198883056640625 seconds
RMSE for Neural Network: 257.475426194979
MAE for Neural Network: 197.8436865792944
Training time for Neural Network: 0.7006840705871582 seconds
Testing time for Neural Network: 0.001336812973022461 seconds
RMSE for Neural Network: 256.4887480462802
MAE for Neural Network: 196.56046859986444
Training time for Neural Network: 0.5919852256774902 seconds
Testing time for Neural Network: 0.004178762435913086 seconds
RMSE for Neural Network: 255.90888764852818
MAE for Neural Network: 195.81135163942963
Training time for Neural Network: 0.5972652435302734 seconds
Testing time for Neural Network: 0.0006368160247802734 seconds
RMSE for Neural Network: 256.15188207896676
MAE for Neural Network: 196.12508608737417
Training time for Neural Network: 0.18063020706176758 seconds
Testing time for Neural Network: 0.0005147457122802734 seconds
RMSE for Neural Network: 0.4095457283689732
MAE for Neural Network: 0.3181489950131271
Training time for Neural Network: 0.7467150688171387 seconds
Testing time for Neural Network: 0.004359006881713867 seconds
RMSE for Neural Network: 0.2175572126834545
MAE for Neural Network: 0.17410119419037884
Training time for Neural Network: 0.7012729644775391 seconds
Testing time for Neural Network: 0.0008449554443359375 seconds
RMSE for Neural Network: 0.228233854725756
MAE for Neural Network: 0.17806927822344598
Training time for Neural Network: 0.8206300735473633 seconds
Testing time for Neural Network: 0.0009009838104248047 seconds
RMSE for Neural Network: 256.4297385847931
MAE for Neural Network: 196.48423089964592
Training time for Neural Network: 0.5348310470581055 seconds
Testing time for Neural Network: 0.0019299983978271484 seconds
RMSE for Neural Network: 257.92385924783616
MAE for Neural Network: 198.42692960961125
Training time for Neural Network: 1.2311880588531494 seconds
Testing time for Neural Network: 0.001354217529296875 seconds
RMSE for Neural Network: 0.13548922840196145
MAE for Neural Network: 0.1034300438720275
Training time for Neural Network: 0.7087399959564209 seconds
Testing time for Neural Network: 0.0019049644470214844 seconds
RMSE for Neural Network: 257.31688386137677
MAE for Neural Network: 197.6373141517797
Training time for Neural Network: 0.7188549041748047 seconds
Testing time for Neural Network: 0.0008831024169921875 seconds
RMSE for Neural Network: 258.20324413772903
MAE for Neural Network: 198.7899507224842
Training time for Neural Network: 0.5322928428649902 seconds
Testing time for Neural Network: 0.0054111480712890625 seconds
RMSE for Neural Network: 256.10042235674257
MAE for Neural Network: 196.05854141784303
Training time for Neural Network: 0.6287951469421387 seconds
Testing time for Neural Network: 0.0012161731719970703 seconds
RMSE for Neural Network: 256.20007120389295
MAE for Neural Network: 196.18739285778997
Training time for Neural Network: 0.6618039608001709 seconds
Testing time for Neural Network: 0.0006611347198486328 seconds
RMSE for Neural Network: 0.2022175017962874
MAE for Neural Network: 0.15110797286863195
Training time for Neural Network: 0.557513952255249 seconds
Testing time for Neural Network: 0.0009059906005859375 seconds
RMSE for Neural Network: 0.4606587889255419
MAE for Neural Network: 0.36083301870730167
Training time for Neural Network: 0.5782279968261719 seconds
Testing time for Neural Network: 0.0014522075653076172 seconds
RMSE for Neural Network: 0.30604578516062986
MAE for Neural Network: 0.24390668874516855
Training time for Neural Network: 0.6450588703155518 seconds
Testing time for Neural Network: 0.001416921615600586 seconds
RMSE for Neural Network: 0.12092262313622626
MAE for Neural Network: 0.09777985261702266
Training time for Neural Network: 0.6528470516204834 seconds
Testing time for Neural Network: 0.0018491744995117188 seconds
RMSE for Neural Network: 0.24481291540817363
MAE for Neural Network: 0.19354897644846158
Training time for Neural Network: 0.5732288360595703 seconds
Testing time for Neural Network: 0.0008389949798583984 seconds
RMSE for Neural Network: 0.15943129823624622
MAE for Neural Network: 0.12863763636332762
Training time for Neural Network: 0.66107177734375 seconds
Testing time for Neural Network: 0.0006761550903320312 seconds
RMSE for Neural Network: 256.26308623564614
MAE for Neural Network: 196.26885650936163
Training time for Neural Network: 0.6162021160125732 seconds
Testing time for Neural Network: 0.0008630752563476562 seconds
RMSE for Neural Network: 0.5663772074022193
MAE for Neural Network: 0.43905077312814017
Training time for Neural Network: 0.5422120094299316 seconds
Testing time for Neural Network: 0.0009419918060302734 seconds
RMSE for Neural Network: 0.4322649813728665
MAE for Neural Network: 0.3394613505607297
Training time for Neural Network: 0.592919111251831 seconds
Testing time for Neural Network: 0.0008330345153808594 seconds
RMSE for Neural Network: 256.7951622686163
MAE for Neural Network: 196.95757053123143
Training time for Neural Network: 0.384249210357666 seconds
Testing time for Neural Network: 0.0014510154724121094 seconds
RMSE for Neural Network: 257.2655850589424
MAE for Neural Network: 197.5705202724332
Training time for Neural Network: 0.546633243560791 seconds
Testing time for Neural Network: 0.0013799667358398438 seconds
RMSE for Neural Network: 0.18807188119797671
MAE for Neural Network: 0.1485769224615461
Training time for Neural Network: 0.4569966793060303 seconds
Testing time for Neural Network: 0.0019230842590332031 seconds
RMSE for Neural Network: 0.22363446364577952
MAE for Neural Network: 0.1714690249731379
Training time for Neural Network: 0.6357021331787109 seconds
Testing time for Neural Network: 0.0008707046508789062 seconds
RMSE for Neural Network: 257.95190529301027
MAE for Neural Network: 198.46338369909475
Training time for Neural Network: 0.5996260643005371 seconds
Testing time for Neural Network: 0.0013418197631835938 seconds
RMSE for Neural Network: 258.01474358658976
MAE for Neural Network: 198.54505063852304
Training time for Neural Network: 0.5704450607299805 seconds
Testing time for Neural Network: 0.0007901191711425781 seconds
RMSE for Neural Network: 0.33095904102239104
MAE for Neural Network: 0.26332864706922715
Training time for Neural Network: 0.6757440567016602 seconds
Testing time for Neural Network: 0.001416921615600586 seconds
RMSE for Neural Network: 256.00884237307827
MAE for Neural Network: 195.94009222850735
Training time for Neural Network: 0.5158040523529053 seconds
Testing time for Neural Network: 0.0013539791107177734 seconds
RMSE for Neural Network: 257.1419818957711
MAE for Neural Network: 197.40954404051766
Training time for Neural Network: 0.5943000316619873 seconds
Testing time for Neural Network: 0.0008170604705810547 seconds
RMSE for Neural Network: 257.39540847546886
MAE for Neural Network: 197.7395396203133
Training time for Neural Network: 0.5023078918457031 seconds
Testing time for Neural Network: 0.000820159912109375 seconds
RMSE for Neural Network: 258.436264135923
MAE for Neural Network: 199.09252081766542
Training time for Neural Network: 0.543377161026001 seconds
Testing time for Neural Network: 0.0008389949798583984 seconds
RMSE for Neural Network: 257.5143821629918
MAE for Neural Network: 197.89438154173914
Training time for Neural Network: 1.10748291015625 seconds
Testing time for Neural Network: 0.0009071826934814453 seconds
RMSE for Neural Network: 258.29921890035473
MAE for Neural Network: 198.914594008417
Training time for Neural Network: 0.6366078853607178 seconds
Testing time for Neural Network: 0.0008108615875244141 seconds
RMSE for Neural Network: 257.37928228842753
MAE for Neural Network: 197.71854788134087
Training time for Neural Network: 0.7024898529052734 seconds
Testing time for Neural Network: 0.0006499290466308594 seconds
RMSE for Neural Network: 0.3340803415711387
MAE for Neural Network: 0.2487540791757487
Training time for Neural Network: 0.5348701477050781 seconds
Testing time for Neural Network: 0.0015020370483398438 seconds
RMSE for Neural Network: 0.25307244670767143
MAE for Neural Network: 0.18892517673723477
Training time for Neural Network: 0.5952072143554688 seconds
Testing time for Neural Network: 0.0031960010528564453 seconds
RMSE for Neural Network: 258.24639314822616
MAE for Neural Network: 198.8459926653494
Training time for Neural Network: 0.5699682235717773 seconds
Testing time for Neural Network: 0.0006377696990966797 seconds
RMSE for Neural Network: 256.99903577323124
MAE for Neural Network: 197.22330900116904
Training time for Neural Network: 0.6110601425170898 seconds
Testing time for Neural Network: 0.0009379386901855469 seconds
RMSE for Neural Network: 256.60816554885884
MAE for Neural Network: 196.714713210519
Training time for Neural Network: 0.6517610549926758 seconds
Testing time for Neural Network: 0.0009386539459228516 seconds
RMSE for Neural Network: 0.20012872567052903
MAE for Neural Network: 0.1585422809259636
Training time for Neural Network: 0.45300793647766113 seconds
Testing time for Neural Network: 0.0006189346313476562 seconds
RMSE for Neural Network: 256.74747916640905
MAE for Neural Network: 196.8953968057802
Training time for Neural Network: 0.6312568187713623 seconds
Testing time for Neural Network: 0.0008440017700195312 seconds
RMSE for Neural Network: 14.236582798883944
MAE for Neural Network: 11.018975593421372
Training time for Neural Network: 0.4981400966644287 seconds
Testing time for Neural Network: 0.0016849040985107422 seconds
RMSE for Neural Network: 0.3337469121150153
MAE for Neural Network: 0.2752579701731613
Training time for Neural Network: 0.637336015701294 seconds
Testing time for Neural Network: 0.0008299350738525391 seconds
RMSE for Neural Network: 0.1824404862863747
MAE for Neural Network: 0.14186781328319725
Training time for Neural Network: 0.5734388828277588 seconds
Testing time for Neural Network: 0.001821756362915039 seconds
RMSE for Neural Network: 0.3048750010730745
MAE for Neural Network: 0.25061737290951724
Training time for Neural Network: 0.6035118103027344 seconds
Testing time for Neural Network: 0.0006220340728759766 seconds
RMSE for Neural Network: 258.031792553842
MAE for Neural Network: 198.5672057353604
Training time for Neural Network: 0.13010001182556152 seconds
Testing time for Neural Network: 0.001210927963256836 seconds
RMSE for Neural Network: 0.778429964950625
MAE for Neural Network: 0.6094708413576341
Training time for Neural Network: 0.7370030879974365 seconds
Testing time for Neural Network: 0.0010988712310791016 seconds
RMSE for Neural Network: 0.2365080346099513
MAE for Neural Network: 0.18650604433330856
Training time for Neural Network: 0.6591107845306396 seconds
Testing time for Neural Network: 0.002869129180908203 seconds
RMSE for Neural Network: 0.13463985294118994
MAE for Neural Network: 0.09271064939651334
Training time for Neural Network: 1.3058319091796875 seconds
Testing time for Neural Network: 0.0008733272552490234 seconds
RMSE for Neural Network: 255.87545368083383
MAE for Neural Network: 195.76983684453097
Training time for Neural Network: 0.6608309745788574 seconds
Testing time for Neural Network: 0.0006670951843261719 seconds
RMSE for Neural Network: 0.12787628355087038
MAE for Neural Network: 0.09938141875806782
Training time for Neural Network: 0.7091283798217773 seconds
Testing time for Neural Network: 0.0008859634399414062 seconds
RMSE for Neural Network: 257.63403007492394
MAE for Neural Network: 198.05005094078314
Training time for Neural Network: 0.7440590858459473 seconds
Testing time for Neural Network: 0.0008111000061035156 seconds
RMSE for Neural Network: 0.2922533207528193
MAE for Neural Network: 0.24247999823101224
Training time for Neural Network: 1.0384011268615723 seconds
Testing time for Neural Network: 0.004181861877441406 seconds
RMSE for Neural Network: 258.0817010503565
MAE for Neural Network: 198.63205592765132
Training time for Neural Network: 1.1895859241485596 seconds
Testing time for Neural Network: 0.0006349086761474609 seconds
RMSE for Neural Network: 256.52351323313746
MAE for Neural Network: 196.60537796358577
Training time for Neural Network: 1.5024678707122803 seconds
Testing time for Neural Network: 0.001299142837524414 seconds
RMSE for Neural Network: 0.17642288598824368
MAE for Neural Network: 0.13325701313091237
Training time for Neural Network: 1.053682804107666 seconds
Testing time for Neural Network: 0.0011048316955566406 seconds
RMSE for Neural Network: 0.4990070135762053
MAE for Neural Network: 0.4025499166464266
Training time for Neural Network: 0.17709803581237793 seconds
Testing time for Neural Network: 0.0005292892456054688 seconds
RMSE for Neural Network: 0.41752001420711937
MAE for Neural Network: 0.33082485418779
Training time for Neural Network: 1.039626121520996 seconds
Testing time for Neural Network: 0.003641843795776367 seconds
RMSE for Neural Network: 0.3201433680049968
MAE for Neural Network: 0.25521998690851144
Training time for Neural Network: 0.6904640197753906 seconds
Testing time for Neural Network: 0.0008652210235595703 seconds
RMSE for Neural Network: 0.18678460777777944
MAE for Neural Network: 0.1507008449094793
Training time for Neural Network: 0.6040871143341064 seconds
Testing time for Neural Network: 0.001544952392578125 seconds
RMSE for Neural Network: 0.27586846816616867
MAE for Neural Network: 0.21984148090338237
Training time for Neural Network: 0.6983458995819092 seconds
Testing time for Neural Network: 0.0052280426025390625 seconds
RMSE for Neural Network: 258.0735645772924
MAE for Neural Network: 198.62148413157604
Training time for Neural Network: 0.7156050205230713 seconds
Testing time for Neural Network: 0.0008170604705810547 seconds
RMSE for Neural Network: 0.20251375476218345
MAE for Neural Network: 0.14215306056381055
Training time for Neural Network: 0.6322050094604492 seconds
Testing time for Neural Network: 0.0009407997131347656 seconds
RMSE for Neural Network: 256.5822866416138
MAE for Neural Network: 196.68129121619734
Training time for Neural Network: 0.5302226543426514 seconds
Testing time for Neural Network: 0.0008342266082763672 seconds
RMSE for Neural Network: 0.14400291838382234
MAE for Neural Network: 0.11346867503095238
Training time for Neural Network: 0.4896411895751953 seconds
Testing time for Neural Network: 0.0007760524749755859 seconds
RMSE for Neural Network: 0.46949017160321177
MAE for Neural Network: 0.38280009661129666
Training time for Neural Network: 0.8132309913635254 seconds
Testing time for Neural Network: 0.0014150142669677734 seconds
RMSE for Neural Network: 256.78246657911393
MAE for Neural Network: 196.94101748354444
Training time for Neural Network: 0.6555271148681641 seconds
Testing time for Neural Network: 0.0015339851379394531 seconds
RMSE for Neural Network: 0.3967343746593853
MAE for Neural Network: 0.3226820109639678
Training time for Neural Network: 0.2470850944519043 seconds
Testing time for Neural Network: 0.0013189315795898438 seconds
RMSE for Neural Network: 257.6584263430889
MAE for Neural Network: 198.08178586280206
Training time for Neural Network: 0.6314949989318848 seconds
Testing time for Neural Network: 0.0008549690246582031 seconds
RMSE for Neural Network: 258.37315992444604
MAE for Neural Network: 199.0106002059774
Training time for Neural Network: 0.606738805770874 seconds
Testing time for Neural Network: 0.0033159255981445312 seconds
RMSE for Neural Network: 257.18077959677873
MAE for Neural Network: 197.4600785450236
Training time for Neural Network: 0.6460800170898438 seconds
Testing time for Neural Network: 0.002438068389892578 seconds
RMSE for Neural Network: 0.36182130479788693
MAE for Neural Network: 0.2960358030373601
Training time for Neural Network: 0.6251959800720215 seconds
Testing time for Neural Network: 0.0023860931396484375 seconds
RMSE for Neural Network: 0.3197344363897749
MAE for Neural Network: 0.23495967301898493
Training time for Neural Network: 0.6019110679626465 seconds
Testing time for Neural Network: 0.0008051395416259766 seconds
RMSE for Neural Network: 0.24681065818953768
MAE for Neural Network: 0.19989986618924804
Training time for Neural Network: 0.639761209487915 seconds
Testing time for Neural Network: 0.0011758804321289062 seconds
RMSE for Neural Network: 258.1003397879268
MAE for Neural Network: 198.65627255046158
Training time for Neural Network: 0.7030191421508789 seconds
Testing time for Neural Network: 0.0009288787841796875 seconds
RMSE for Neural Network: 256.13994056717115
MAE for Neural Network: 196.109644871696
Training time for Neural Network: 0.6933891773223877 seconds
Testing time for Neural Network: 0.0008687973022460938 seconds
RMSE for Neural Network: 0.23516467218408726
MAE for Neural Network: 0.18523587533445557
Training time for Neural Network: 0.17928624153137207 seconds
Testing time for Neural Network: 0.0004630088806152344 seconds
RMSE for Neural Network: 255.94232227691708
MAE for Neural Network: 195.8540366099
Training time for Neural Network: 0.35953378677368164 seconds
Testing time for Neural Network: 0.0012960433959960938 seconds
RMSE for Neural Network: 256.37542400330915
MAE for Neural Network: 196.41404787764827
Training time for Neural Network: 0.6872413158416748 seconds
Testing time for Neural Network: 0.011064767837524414 seconds
RMSE for Neural Network: 0.5217048614213083
MAE for Neural Network: 0.4043935053784392
Training time for Neural Network: 1.071105718612671 seconds
Testing time for Neural Network: 0.0006210803985595703 seconds
RMSE for Neural Network: 0.297969160838869
MAE for Neural Network: 0.24279303700459196
Training time for Neural Network: 0.5869290828704834 seconds
Testing time for Neural Network: 0.0013718605041503906 seconds
RMSE for Neural Network: 0.19104642085270696
MAE for Neural Network: 0.1536026686413859
Training time for Neural Network: 0.34569597244262695 seconds
Testing time for Neural Network: 0.0018410682678222656 seconds
RMSE for Neural Network: 257.6732048005979
MAE for Neural Network: 198.10100882431377
Training time for Neural Network: 0.6892440319061279 seconds
Testing time for Neural Network: 0.0006191730499267578 seconds
RMSE for Neural Network: 257.18541568941174
MAE for Neural Network: 197.46611676015584
Training time for Neural Network: 0.5365509986877441 seconds
Testing time for Neural Network: 0.0007579326629638672 seconds
RMSE for Neural Network: 0.4997068199744226
MAE for Neural Network: 0.4123667568979857
Training time for Neural Network: 0.563330888748169 seconds
Testing time for Neural Network: 0.00086212158203125 seconds
RMSE for Neural Network: 257.74251246951303
MAE for Neural Network: 198.19115005241045
Training time for Neural Network: 0.6045210361480713 seconds
Testing time for Neural Network: 0.0008790493011474609 seconds
RMSE for Neural Network: 0.23698847618374203
MAE for Neural Network: 0.1810586397692254
Training time for Neural Network: 0.6318299770355225 seconds
Testing time for Neural Network: 0.0008769035339355469 seconds
RMSE for Neural Network: 256.44008686706655
MAE for Neural Network: 196.49760132955728
Training time for Neural Network: 0.5763819217681885 seconds
Testing time for Neural Network: 0.00090789794921875 seconds
RMSE for Neural Network: 0.13817689819009948
MAE for Neural Network: 0.09778779600858244
Training time for Neural Network: 0.6785049438476562 seconds
Testing time for Neural Network: 0.0026013851165771484 seconds
RMSE for Neural Network: 256.52837001714795
MAE for Neural Network: 196.61165157420245
Training time for Neural Network: 0.6692368984222412 seconds
Testing time for Neural Network: 0.0008561611175537109 seconds
RMSE for Neural Network: 0.3689974174176983
MAE for Neural Network: 0.2957233910019801
Training time for Neural Network: 0.7108700275421143 seconds
Testing time for Neural Network: 0.0016570091247558594 seconds
RMSE for Neural Network: 0.28764255293545427
MAE for Neural Network: 0.23022926066643712
Training time for Neural Network: 0.6477220058441162 seconds
Testing time for Neural Network: 0.0016260147094726562 seconds
RMSE for Neural Network: 0.32276147776066966
MAE for Neural Network: 0.26458218228194746
Training time for Neural Network: 0.5402278900146484 seconds
Testing time for Neural Network: 0.0018982887268066406 seconds
RMSE for Neural Network: 0.1672151699520451
MAE for Neural Network: 0.1321185583444513
Training time for Neural Network: 0.6242570877075195 seconds
Testing time for Neural Network: 0.001378774642944336 seconds
RMSE for Neural Network: 257.70664752390763
MAE for Neural Network: 198.14450636596408
Training time for Neural Network: 0.7222251892089844 seconds
Testing time for Neural Network: 0.0015308856964111328 seconds
RMSE for Neural Network: 9.39864214410013
MAE for Neural Network: 7.306906906677121
Training time for Neural Network: 0.6363430023193359 seconds
Testing time for Neural Network: 0.002852201461791992 seconds
RMSE for Neural Network: 257.3499278511051
MAE for Neural Network: 197.68033435313953
Training time for Neural Network: 0.7790188789367676 seconds
Testing time for Neural Network: 0.0015881061553955078 seconds
RMSE for Neural Network: 256.99889505215265
MAE for Neural Network: 197.22312562939308
Training time for Neural Network: 0.7433557510375977 seconds
Testing time for Neural Network: 0.0020160675048828125 seconds
RMSE for Neural Network: 258.35642991137763
MAE for Neural Network: 198.98887934141592
Training time for Neural Network: 0.6559388637542725 seconds
Testing time for Neural Network: 0.002026081085205078 seconds
RMSE for Neural Network: 0.20183557016928774
MAE for Neural Network: 0.16545320218439202
Training time for Neural Network: 0.5337939262390137 seconds
Testing time for Neural Network: 0.002107858657836914 seconds
RMSE for Neural Network: 258.4307597831893
MAE for Neural Network: 199.08537572387505
Training time for Neural Network: 0.6234679222106934 seconds
Testing time for Neural Network: 0.0018341541290283203 seconds
RMSE for Neural Network: 256.64386169138226
MAE for Neural Network: 196.76081005059052
Training time for Neural Network: 0.6282799243927002 seconds
Testing time for Neural Network: 0.0013821125030517578 seconds
RMSE for Neural Network: 258.42390819235436
MAE for Neural Network: 199.07648166071849
Training time for Neural Network: 0.7021560668945312 seconds
Testing time for Neural Network: 0.0013949871063232422 seconds
RMSE for Neural Network: 256.66994783398354
MAE for Neural Network: 196.79449400489182
Training time for Neural Network: 0.22252607345581055 seconds
Testing time for Neural Network: 0.0005388259887695312 seconds
RMSE for Neural Network: 0.44548824555189526
MAE for Neural Network: 0.3162829991417896
Training time for Neural Network: 1.1353950500488281 seconds
Testing time for Neural Network: 0.0007879734039306641 seconds
RMSE for Neural Network: 256.2335336985684
MAE for Neural Network: 196.23065377163354
Training time for Neural Network: 0.4978208541870117 seconds
Testing time for Neural Network: 0.0016632080078125 seconds
RMSE for Neural Network: 0.3348310398251214
MAE for Neural Network: 0.26513192905967636
Training time for Neural Network: 0.5518152713775635 seconds
Testing time for Neural Network: 0.0008661746978759766 seconds
RMSE for Neural Network: 257.1584534968463
MAE for Neural Network: 197.43099916145297
Training time for Neural Network: 0.6291978359222412 seconds
Testing time for Neural Network: 0.001806020736694336 seconds
RMSE for Neural Network: 0.1517437580763268
MAE for Neural Network: 0.1148163498878298
Training time for Neural Network: 0.5869569778442383 seconds
Testing time for Neural Network: 0.003656148910522461 seconds
RMSE for Neural Network: 0.4733290682928907
MAE for Neural Network: 0.37412410747019875
Training time for Neural Network: 0.564873218536377 seconds
Testing time for Neural Network: 0.0009119510650634766 seconds
RMSE for Neural Network: 0.2039794114175586
MAE for Neural Network: 0.1530215196083459
Training time for Neural Network: 0.6445066928863525 seconds
Testing time for Neural Network: 0.002964019775390625 seconds
RMSE for Neural Network: 0.19261169850234983
MAE for Neural Network: 0.15500839139073955
Training time for Neural Network: 0.599714994430542 seconds
Testing time for Neural Network: 0.0006439685821533203 seconds
RMSE for Neural Network: 257.12193758237845
MAE for Neural Network: 197.38343398349446
Training time for Neural Network: 0.5492160320281982 seconds
Testing time for Neural Network: 0.0024590492248535156 seconds
RMSE for Neural Network: 0.4657393667842631
MAE for Neural Network: 0.37478205145256893
Training time for Neural Network: 0.15652084350585938 seconds
Testing time for Neural Network: 0.0005161762237548828 seconds
RMSE for Neural Network: 257.0255308909362
MAE for Neural Network: 197.2578331898827
Training time for Neural Network: 0.5316019058227539 seconds
Testing time for Neural Network: 0.0008001327514648438 seconds
RMSE for Neural Network: 256.6852516333429
MAE for Neural Network: 196.8142540493605
Training time for Neural Network: 0.6272037029266357 seconds
Testing time for Neural Network: 0.0016222000122070312 seconds
RMSE for Neural Network: 258.30211091824333
MAE for Neural Network: 198.91834940452452
Training time for Neural Network: 0.507011890411377 seconds
Testing time for Neural Network: 0.001766204833984375 seconds
RMSE for Neural Network: 257.5912986697363
MAE for Neural Network: 197.99446046635066
Training time for Neural Network: 0.5662767887115479 seconds
Testing time for Neural Network: 0.0013422966003417969 seconds
RMSE for Neural Network: 0.37189741249601393
MAE for Neural Network: 0.2885472306343948
Training time for Neural Network: 0.5530078411102295 seconds
Testing time for Neural Network: 0.0006289482116699219 seconds
RMSE for Neural Network: 0.3394839935153504
MAE for Neural Network: 0.2715215560488536
Training time for Neural Network: 0.5742957592010498 seconds
Testing time for Neural Network: 0.0007872581481933594 seconds
RMSE for Neural Network: 256.4676568489076
MAE for Neural Network: 196.53322109114185
Training time for Neural Network: 0.5876250267028809 seconds
Testing time for Neural Network: 0.001271963119506836 seconds
RMSE for Neural Network: 0.2802750110610868
MAE for Neural Network: 0.22004405595500104
Training time for Neural Network: 0.672353982925415 seconds
Testing time for Neural Network: 0.0014278888702392578 seconds
RMSE for Neural Network: 257.53656051794724
MAE for Neural Network: 197.92324074856464
Training time for Neural Network: 0.5520436763763428 seconds
Testing time for Neural Network: 0.0008041858673095703 seconds
RMSE for Neural Network: 256.33098933272316
MAE for Neural Network: 196.3566234789553
Training time for Neural Network: 0.5958242416381836 seconds
Testing time for Neural Network: 0.0010728836059570312 seconds
RMSE for Neural Network: 257.73133004667284
MAE for Neural Network: 198.17660737995033
Training time for Neural Network: 0.49697208404541016 seconds
Testing time for Neural Network: 0.0006380081176757812 seconds
RMSE for Neural Network: 257.128996113175
MAE for Neural Network: 197.39262870525127
Training time for Neural Network: 0.6572680473327637 seconds
Testing time for Neural Network: 0.0016510486602783203 seconds
RMSE for Neural Network: 0.13283859020843058
MAE for Neural Network: 0.10307537398437347
Training time for Neural Network: 0.5434432029724121 seconds
Testing time for Neural Network: 0.0015518665313720703 seconds
RMSE for Neural Network: 256.26912929846463
MAE for Neural Network: 196.27666802957836
Training time for Neural Network: 0.5519680976867676 seconds
Testing time for Neural Network: 0.0014672279357910156 seconds
RMSE for Neural Network: 18.238913766452015
MAE for Neural Network: 14.259384219933088
Training time for Neural Network: 0.7772581577301025 seconds
Testing time for Neural Network: 0.0008728504180908203 seconds
RMSE for Neural Network: 256.73917158727716
MAE for Neural Network: 196.8845637736015
Training time for Neural Network: 0.5839719772338867 seconds
Testing time for Neural Network: 0.0009098052978515625 seconds
RMSE for Neural Network: 0.32918093296730927
MAE for Neural Network: 0.26129564974423036
Training time for Neural Network: 0.535703182220459 seconds
Testing time for Neural Network: 0.0007939338684082031 seconds
RMSE for Neural Network: 257.33801181397257
MAE for Neural Network: 197.6648212236266
Training time for Neural Network: 1.192173719406128 seconds
Testing time for Neural Network: 0.00092315673828125 seconds
RMSE for Neural Network: 257.6141206705445
MAE for Neural Network: 198.02415103683154
Training time for Neural Network: 0.19955778121948242 seconds
Testing time for Neural Network: 0.0004999637603759766 seconds
RMSE for Neural Network: 257.6707295785621
MAE for Neural Network: 198.09778925204708
Training time for Neural Network: 0.190842866897583 seconds
Testing time for Neural Network: 0.0005621910095214844 seconds
RMSE for Neural Network: 256.1496870126503
MAE for Neural Network: 196.12224775017188
Training time for Neural Network: 0.5091688632965088 seconds
Testing time for Neural Network: 0.0006101131439208984 seconds
RMSE for Neural Network: 0.27738795541390066
MAE for Neural Network: 0.21481847188939807
Training time for Neural Network: 0.44129395484924316 seconds
Testing time for Neural Network: 0.0013611316680908203 seconds
RMSE for Neural Network: 257.96483382382803
MAE for Neural Network: 198.4801872095933
Training time for Neural Network: 0.23874831199645996 seconds
Testing time for Neural Network: 0.0005829334259033203 seconds
RMSE for Neural Network: 256.88894016284735
MAE for Neural Network: 197.0798234294697
Training time for Neural Network: 0.5807051658630371 seconds
Testing time for Neural Network: 0.0009138584136962891 seconds
RMSE for Neural Network: 258.37061892729093
MAE for Neural Network: 199.00730124764613
Training time for Neural Network: 0.5856959819793701 seconds
Testing time for Neural Network: 0.0008618831634521484 seconds
RMSE for Neural Network: 256.89306275085784
MAE for Neural Network: 197.085197096373
Training time for Neural Network: 0.6004831790924072 seconds
Testing time for Neural Network: 0.0019178390502929688 seconds
RMSE for Neural Network: 256.66707842054456
MAE for Neural Network: 196.79078896779606
Training time for Neural Network: 0.7198529243469238 seconds
Testing time for Neural Network: 0.00084686279296875 seconds
RMSE for Neural Network: 0.10911636582835622
MAE for Neural Network: 0.07960395464029314
Training time for Neural Network: 0.7024481296539307 seconds
Testing time for Neural Network: 0.0031082630157470703 seconds
RMSE for Neural Network: 0.17139409705608463
MAE for Neural Network: 0.13547917695681172
Training time for Neural Network: 0.6855981349945068 seconds
Testing time for Neural Network: 0.0008928775787353516 seconds
RMSE for Neural Network: 0.35391613650771825
MAE for Neural Network: 0.29192271388767377
Training time for Neural Network: 0.6291377544403076 seconds
Testing time for Neural Network: 0.0006191730499267578 seconds
RMSE for Neural Network: 0.8915663769673114
MAE for Neural Network: 0.7134368396534257
Training time for Neural Network: 0.5704267024993896 seconds
Testing time for Neural Network: 0.0007910728454589844 seconds
RMSE for Neural Network: 0.6469823332606057
MAE for Neural Network: 0.5423068856697687
Training time for Neural Network: 0.7389621734619141 seconds
Testing time for Neural Network: 0.0008649826049804688 seconds
RMSE for Neural Network: 257.21230799837474
MAE for Neural Network: 197.50114078366937
Training time for Neural Network: 0.6337547302246094 seconds
Testing time for Neural Network: 0.001463174819946289 seconds
RMSE for Neural Network: 0.27369096905124285
MAE for Neural Network: 0.21176955043006182
Training time for Neural Network: 0.7122619152069092 seconds
Testing time for Neural Network: 0.0008881092071533203 seconds
RMSE for Neural Network: 256.2218432404967
MAE for Neural Network: 196.21554059046414
Training time for Neural Network: 0.7197470664978027 seconds
Testing time for Neural Network: 0.0008490085601806641 seconds
RMSE for Neural Network: 0.2855576016686987
MAE for Neural Network: 0.22599224186582906
Training time for Neural Network: 0.26081109046936035 seconds
Testing time for Neural Network: 0.001280069351196289 seconds
RMSE for Neural Network: 256.32508225798847
MAE for Neural Network: 196.348989042523
Training time for Neural Network: 0.17642712593078613 seconds
Testing time for Neural Network: 0.0012700557708740234 seconds
RMSE for Neural Network: 0.5060119427461344
MAE for Neural Network: 0.41350162806914953
Training time for Neural Network: 0.6398811340332031 seconds
Testing time for Neural Network: 0.0022318363189697266 seconds
RMSE for Neural Network: 256.83601606582937
MAE for Neural Network: 197.01083313758903
Training time for Neural Network: 0.7786519527435303 seconds
Testing time for Neural Network: 0.0009121894836425781 seconds
RMSE for Neural Network: 0.25546242457457863
MAE for Neural Network: 0.19408045376768818
Training time for Neural Network: 0.5674278736114502 seconds
Testing time for Neural Network: 0.0024602413177490234 seconds
RMSE for Neural Network: 255.99945074178473
MAE for Neural Network: 195.92794343615023
Training time for Neural Network: 0.412830114364624 seconds
Testing time for Neural Network: 0.0008571147918701172 seconds
RMSE for Neural Network: 257.7812086154455
MAE for Neural Network: 198.2414707881271
Training time for Neural Network: 0.4195570945739746 seconds
Testing time for Neural Network: 0.000885009765625 seconds
RMSE for Neural Network: 0.4555343908620687
MAE for Neural Network: 0.34922534688635826
Training time for Neural Network: 0.49469494819641113 seconds
Testing time for Neural Network: 0.0007688999176025391 seconds
RMSE for Neural Network: 257.1130930614392
MAE for Neural Network: 197.37191251193846
Training time for Neural Network: 0.5544619560241699 seconds
Testing time for Neural Network: 0.0008559226989746094 seconds
RMSE for Neural Network: 255.8615797307872
MAE for Neural Network: 195.75260850004
Training time for Neural Network: 0.5820767879486084 seconds
Testing time for Neural Network: 0.0006482601165771484 seconds
RMSE for Neural Network: 0.31537052530912835
MAE for Neural Network: 0.255535775295075
Training time for Neural Network: 0.3986198902130127 seconds
Testing time for Neural Network: 0.0008032321929931641 seconds
RMSE for Neural Network: 1.042132961241898
MAE for Neural Network: 0.8479384073770313
Training time for Neural Network: 1.1494638919830322 seconds
Testing time for Neural Network: 0.0015361309051513672 seconds
RMSE for Neural Network: 0.20972996835855018
MAE for Neural Network: 0.16547246508810143
Training time for Neural Network: 0.6506900787353516 seconds
Testing time for Neural Network: 0.0008771419525146484 seconds
RMSE for Neural Network: 0.1909494237107863
MAE for Neural Network: 0.14886093191757635
Training time for Neural Network: 0.5799040794372559 seconds
Testing time for Neural Network: 0.00098419189453125 seconds
RMSE for Neural Network: 256.43894805867825
MAE for Neural Network: 196.4961299582654
Training time for Neural Network: 0.5762581825256348 seconds
Testing time for Neural Network: 0.0009720325469970703 seconds
RMSE for Neural Network: 0.17993275497561964
MAE for Neural Network: 0.13716476976513772
Training time for Neural Network: 0.570127010345459 seconds
Testing time for Neural Network: 0.0008540153503417969 seconds
RMSE for Neural Network: 0.2557740411973238
MAE for Neural Network: 0.20720601195494523
Training time for Neural Network: 0.509192943572998 seconds
Testing time for Neural Network: 0.0006191730499267578 seconds
RMSE for Neural Network: 17.619917580029757
MAE for Neural Network: 14.118264571313773
Training time for Neural Network: 0.6897420883178711 seconds
Testing time for Neural Network: 0.0008771419525146484 seconds
RMSE for Neural Network: 257.03842628466924
MAE for Neural Network: 197.27463550061202
Training time for Neural Network: 0.6488447189331055 seconds
Testing time for Neural Network: 0.0018889904022216797 seconds
RMSE for Neural Network: 255.91444097490188
MAE for Neural Network: 195.81824680569872
Training time for Neural Network: 0.563579797744751 seconds
Testing time for Neural Network: 0.0006310939788818359 seconds
RMSE for Neural Network: 0.1653082662327212
MAE for Neural Network: 0.11030922717276369
Training time for Neural Network: 0.49424099922180176 seconds
Testing time for Neural Network: 0.0008859634399414062 seconds
RMSE for Neural Network: 0.3201840277242959
MAE for Neural Network: 0.24722142498837704
Training time for Neural Network: 0.6616032123565674 seconds
Testing time for Neural Network: 0.0009148120880126953 seconds
RMSE for Neural Network: 0.20207901007024703
MAE for Neural Network: 0.16083727553231403
Training time for Neural Network: 0.530738115310669 seconds
Testing time for Neural Network: 0.0008480548858642578 seconds
RMSE for Neural Network: 256.6769254502644
MAE for Neural Network: 196.8041801271
Training time for Neural Network: 0.5172932147979736 seconds
Testing time for Neural Network: 0.0008938312530517578 seconds
RMSE for Neural Network: 256.44504442189486
MAE for Neural Network: 196.50400657117308
Training time for Neural Network: 0.6531069278717041 seconds
Testing time for Neural Network: 0.0009143352508544922 seconds
RMSE for Neural Network: 256.45857992843577
MAE for Neural Network: 196.521494222802
Training time for Neural Network: 0.5854887962341309 seconds
Testing time for Neural Network: 0.0014770030975341797 seconds
RMSE for Neural Network: 0.31272968469591206
MAE for Neural Network: 0.24647476031424173
Training time for Neural Network: 0.5949409008026123 seconds
Testing time for Neural Network: 0.002106189727783203 seconds
RMSE for Neural Network: 0.1741128329056967
MAE for Neural Network: 0.13426120434637004
Training time for Neural Network: 0.6574101448059082 seconds
Testing time for Neural Network: 0.001405954360961914 seconds
RMSE for Neural Network: 0.310319576607673
MAE for Neural Network: 0.2462687276108931
Training time for Neural Network: 0.20219087600708008 seconds
Testing time for Neural Network: 0.0005671977996826172 seconds
RMSE for Neural Network: 256.8655798774091
MAE for Neural Network: 197.0493728758294
Training time for Neural Network: 0.5735197067260742 seconds
Testing time for Neural Network: 0.0008292198181152344 seconds
RMSE for Neural Network: 13.738417321392953
MAE for Neural Network: 10.95328690640786
Training time for Neural Network: 0.9786787033081055 seconds
Testing time for Neural Network: 0.003281116485595703 seconds
RMSE for Neural Network: 0.11733336753416253
MAE for Neural Network: 0.08770665651672692
Training time for Neural Network: 0.6192209720611572 seconds
Testing time for Neural Network: 0.0009291172027587891 seconds
RMSE for Neural Network: 256.8232349658656
MAE for Neural Network: 196.99417058210682
Training time for Neural Network: 0.6193580627441406 seconds
Testing time for Neural Network: 0.0019719600677490234 seconds
RMSE for Neural Network: 256.1212364336421
MAE for Neural Network: 196.08545808830357
Training time for Neural Network: 0.5369811058044434 seconds
Testing time for Neural Network: 0.0013339519500732422 seconds
RMSE for Neural Network: 256.4663892057711
MAE for Neural Network: 196.53158338536895
Training time for Neural Network: 0.6224851608276367 seconds
Testing time for Neural Network: 0.0009021759033203125 seconds
RMSE for Neural Network: 258.3040028620328
MAE for Neural Network: 198.92080615046044
Training time for Neural Network: 0.6861989498138428 seconds
Testing time for Neural Network: 0.0009088516235351562 seconds
RMSE for Neural Network: 256.36552049208234
MAE for Neural Network: 196.4012498484182
Training time for Neural Network: 0.175400972366333 seconds
Testing time for Neural Network: 0.001194000244140625 seconds
RMSE for Neural Network: 258.2694174033863
MAE for Neural Network: 198.8758939411325
Training time for Neural Network: 1.2883150577545166 seconds
Testing time for Neural Network: 0.0009789466857910156 seconds
RMSE for Neural Network: 0.1866939681828241
MAE for Neural Network: 0.14232094568628267
Training time for Neural Network: 0.546375036239624 seconds
Testing time for Neural Network: 0.0016469955444335938 seconds
RMSE for Neural Network: 256.79123324647327
MAE for Neural Network: 196.95244780719185
Training time for Neural Network: 0.9359009265899658 seconds
Testing time for Neural Network: 0.0008232593536376953 seconds
RMSE for Neural Network: 0.29269826803257115
MAE for Neural Network: 0.2323115710171998
Training time for Neural Network: 0.75921630859375 seconds
Testing time for Neural Network: 0.0009300708770751953 seconds
RMSE for Neural Network: 0.27861579797280434
MAE for Neural Network: 0.22003152095075607
Training time for Neural Network: 0.6617510318756104 seconds
Testing time for Neural Network: 0.0006439685821533203 seconds
RMSE for Neural Network: 0.5800628699951269
MAE for Neural Network: 0.448882567936793
Training time for Neural Network: 0.826894998550415 seconds
Testing time for Neural Network: 0.002043008804321289 seconds
RMSE for Neural Network: 256.30245564643207
MAE for Neural Network: 196.31974475363967
Training time for Neural Network: 0.7129087448120117 seconds
Testing time for Neural Network: 0.0006992816925048828 seconds
RMSE for Neural Network: 258.2243814989127
MAE for Neural Network: 198.81740473483703
Training time for Neural Network: 0.713433027267456 seconds
Testing time for Neural Network: 0.0017061233520507812 seconds
RMSE for Neural Network: 0.2777574792966005
MAE for Neural Network: 0.21924263867772076
Training time for Neural Network: 0.6961040496826172 seconds
Testing time for Neural Network: 0.0016880035400390625 seconds
RMSE for Neural Network: 258.10163936253605
MAE for Neural Network: 198.65796099484314
Training time for Neural Network: 0.7579379081726074 seconds
Testing time for Neural Network: 0.0008008480072021484 seconds
RMSE for Neural Network: 0.3626605042362719
MAE for Neural Network: 0.28363504189266864
Training time for Neural Network: 0.7970070838928223 seconds
Testing time for Neural Network: 0.0009281635284423828 seconds
RMSE for Neural Network: 0.15293449119480396
MAE for Neural Network: 0.1197915417828261
Training time for Neural Network: 0.7279400825500488 seconds
Testing time for Neural Network: 0.0037419795989990234 seconds
RMSE for Neural Network: 256.31587177487825
MAE for Neural Network: 196.3370849594641
Training time for Neural Network: 0.619236946105957 seconds
Testing time for Neural Network: 0.001779794692993164 seconds
RMSE for Neural Network: 256.947745483526
MAE for Neural Network: 197.15646865894828
Training time for Neural Network: 0.773327112197876 seconds
Testing time for Neural Network: 0.0018420219421386719 seconds
RMSE for Neural Network: 0.25768097287453284
MAE for Neural Network: 0.19208873529757547
Training time for Neural Network: 0.8340208530426025 seconds
Testing time for Neural Network: 0.0032927989959716797 seconds
RMSE for Neural Network: 0.18436329035548424
MAE for Neural Network: 0.13672102323793275
Training time for Neural Network: 0.6834211349487305 seconds
Testing time for Neural Network: 0.0006670951843261719 seconds
RMSE for Neural Network: 0.24517617284605997
MAE for Neural Network: 0.18880728496773957
Training time for Neural Network: 0.7108821868896484 seconds
Testing time for Neural Network: 0.001911163330078125 seconds
RMSE for Neural Network: 257.6911672742575
MAE for Neural Network: 198.1243723426509
Training time for Neural Network: 0.6781680583953857 seconds
Testing time for Neural Network: 0.0006899833679199219 seconds
RMSE for Neural Network: 257.8554494707706
MAE for Neural Network: 198.33799950280118
Training time for Neural Network: 0.5027389526367188 seconds
Testing time for Neural Network: 0.0005707740783691406 seconds
RMSE for Neural Network: 0.31866616254182156
MAE for Neural Network: 0.26288271331274565
Training time for Neural Network: 0.699164867401123 seconds
Testing time for Neural Network: 0.0006678104400634766 seconds
RMSE for Neural Network: 255.85182010325317
MAE for Neural Network: 195.74048882771945
Training time for Neural Network: 0.701411247253418 seconds
Testing time for Neural Network: 0.0006339550018310547 seconds
RMSE for Neural Network: 0.22017425831174353
MAE for Neural Network: 0.17359110871532338
Training time for Neural Network: 0.7307600975036621 seconds
Testing time for Neural Network: 0.0015110969543457031 seconds
RMSE for Neural Network: 256.8704281359194
MAE for Neural Network: 197.05569282751136
Training time for Neural Network: 1.136124849319458 seconds
Testing time for Neural Network: 0.0034012794494628906 seconds
RMSE for Neural Network: 0.7802323449868149
MAE for Neural Network: 0.6412310887014772
Training time for Neural Network: 0.800652027130127 seconds
Testing time for Neural Network: 0.0046079158782958984 seconds
RMSE for Neural Network: 0.22406856640953143
MAE for Neural Network: 0.16964752193729446
Training time for Neural Network: 0.478914737701416 seconds
Testing time for Neural Network: 0.0006070137023925781 seconds
RMSE for Neural Network: 0.3377956146343374
MAE for Neural Network: 0.27597819595146633
Training time for Neural Network: 0.5604698657989502 seconds
Testing time for Neural Network: 0.0014910697937011719 seconds
RMSE for Neural Network: 258.4383589021446
MAE for Neural Network: 199.09523996578545
Training time for Neural Network: 0.7091357707977295 seconds
Testing time for Neural Network: 0.0008072853088378906 seconds
RMSE for Neural Network: 257.16403632332197
MAE for Neural Network: 197.4382708673849
Training time for Neural Network: 0.6810030937194824 seconds
Testing time for Neural Network: 0.0009162425994873047 seconds
RMSE for Neural Network: 258.0654305407684
MAE for Neural Network: 198.6109152720266
Training time for Neural Network: 0.6323328018188477 seconds
Testing time for Neural Network: 0.0015811920166015625 seconds
RMSE for Neural Network: 256.7793351261029
MAE for Neural Network: 196.93693450646447
Training time for Neural Network: 0.7119560241699219 seconds
Testing time for Neural Network: 0.0006949901580810547 seconds
RMSE for Neural Network: 0.15932839895116385
MAE for Neural Network: 0.12753189248625946
Training time for Neural Network: 0.6459159851074219 seconds
Testing time for Neural Network: 0.0012972354888916016 seconds
RMSE for Neural Network: 257.49605466362107
MAE for Neural Network: 197.87053189479863
Training time for Neural Network: 0.7158210277557373 seconds
Testing time for Neural Network: 0.0020318031311035156 seconds
RMSE for Neural Network: 257.2662846461557
MAE for Neural Network: 197.5714312359882
Training time for Neural Network: 0.6259381771087646 seconds
Testing time for Neural Network: 0.0011930465698242188 seconds
RMSE for Neural Network: 256.15886358442157
MAE for Neural Network: 196.13411343017185
Training time for Neural Network: 0.5523090362548828 seconds
Testing time for Neural Network: 0.0007081031799316406 seconds
RMSE for Neural Network: 257.3966697578308
MAE for Neural Network: 197.74118141505534
Training time for Neural Network: 0.5468590259552002 seconds
Testing time for Neural Network: 0.0013780593872070312 seconds
RMSE for Neural Network: 0.3840352804910764
MAE for Neural Network: 0.312432795332392
Training time for Neural Network: 0.6260659694671631 seconds
Testing time for Neural Network: 0.0008180141448974609 seconds
RMSE for Neural Network: 0.19983699056576215
MAE for Neural Network: 0.15486224910033505
Training time for Neural Network: 0.5240042209625244 seconds
Testing time for Neural Network: 0.0008947849273681641 seconds
RMSE for Neural Network: 0.20332204014249577
MAE for Neural Network: 0.1491903060975843
Training time for Neural Network: 0.37178802490234375 seconds
Testing time for Neural Network: 0.000560760498046875 seconds
RMSE for Neural Network: 257.56100853033905
MAE for Neural Network: 197.955051312578
Training time for Neural Network: 0.5326781272888184 seconds
Testing time for Neural Network: 0.0016019344329833984 seconds
RMSE for Neural Network: 258.3235873920104
MAE for Neural Network: 198.94623652654911
Training time for Neural Network: 0.5647628307342529 seconds
Testing time for Neural Network: 0.001682281494140625 seconds
RMSE for Neural Network: 257.8353216711781
MAE for Neural Network: 198.31183102951755
Training time for Neural Network: 0.6457202434539795 seconds
Testing time for Neural Network: 0.0009479522705078125 seconds
RMSE for Neural Network: 256.79463185194305
MAE for Neural Network: 196.95687896840508
Training time for Neural Network: 0.6213538646697998 seconds
Testing time for Neural Network: 0.000904083251953125 seconds
RMSE for Neural Network: 257.2489109255251
MAE for Neural Network: 197.54880763337636
Training time for Neural Network: 0.5315299034118652 seconds
Testing time for Neural Network: 0.0013761520385742188 seconds
RMSE for Neural Network: 255.8970856425734
MAE for Neural Network: 195.79669758485915
Training time for Neural Network: 0.526453971862793 seconds
Testing time for Neural Network: 0.0008881092071533203 seconds
RMSE for Neural Network: 257.72668336173336
MAE for Neural Network: 198.1705642663389
Training time for Neural Network: 0.5635566711425781 seconds
Testing time for Neural Network: 0.001251220703125 seconds
RMSE for Neural Network: 0.3152358383080313
MAE for Neural Network: 0.2531067359599708
Training time for Neural Network: 0.4595332145690918 seconds
Testing time for Neural Network: 0.0006558895111083984 seconds
RMSE for Neural Network: 257.2295440755261
MAE for Neural Network: 197.52358737705995
Training time for Neural Network: 0.5855040550231934 seconds
Testing time for Neural Network: 0.0013399124145507812 seconds
RMSE for Neural Network: 0.3785223026633463
MAE for Neural Network: 0.28475156011342695
Training time for Neural Network: 0.5991189479827881 seconds
Testing time for Neural Network: 0.0015630722045898438 seconds
RMSE for Neural Network: 256.4570742890053
MAE for Neural Network: 196.5195489935221
Training time for Neural Network: 1.2931461334228516 seconds
Testing time for Neural Network: 0.0009191036224365234 seconds
RMSE for Neural Network: 256.029867345689
MAE for Neural Network: 195.9672884937312
Training time for Neural Network: 0.18842697143554688 seconds
Testing time for Neural Network: 0.0005261898040771484 seconds
RMSE for Neural Network: 257.54139071761483
MAE for Neural Network: 197.92952573520495
Training time for Neural Network: 0.669182300567627 seconds
Testing time for Neural Network: 0.0008859634399414062 seconds
RMSE for Neural Network: 257.7025149702233
MAE for Neural Network: 198.13913153887137
Training time for Neural Network: 0.774179220199585 seconds
Testing time for Neural Network: 0.0016071796417236328 seconds
RMSE for Neural Network: 0.1253680190413854
MAE for Neural Network: 0.10218180651152764
Training time for Neural Network: 0.7347028255462646 seconds
Testing time for Neural Network: 0.000698089599609375 seconds
RMSE for Neural Network: 256.73326210460925
MAE for Neural Network: 196.8768576950424
Training time for Neural Network: 0.719454288482666 seconds
Testing time for Neural Network: 0.001051187515258789 seconds
RMSE for Neural Network: 0.2451116753947926
MAE for Neural Network: 0.1889497865584121
Training time for Neural Network: 0.6920430660247803 seconds
Testing time for Neural Network: 0.0008349418640136719 seconds
RMSE for Neural Network: 0.21691048525324394
MAE for Neural Network: 0.1713725254404335
Training time for Neural Network: 0.7653629779815674 seconds
Testing time for Neural Network: 0.0007958412170410156 seconds
RMSE for Neural Network: 0.1967097607313085
MAE for Neural Network: 0.14946222408838059
Training time for Neural Network: 0.591120719909668 seconds
Testing time for Neural Network: 0.0006432533264160156 seconds
RMSE for Neural Network: 0.16113556865011744
MAE for Neural Network: 0.13286036706695267
Training time for Neural Network: 0.6306488513946533 seconds
Testing time for Neural Network: 0.0013990402221679688 seconds
RMSE for Neural Network: 256.677027820755
MAE for Neural Network: 196.80363568410806
Training time for Neural Network: 0.6071178913116455 seconds
Testing time for Neural Network: 0.0006139278411865234 seconds
RMSE for Neural Network: 0.3984461657611317
MAE for Neural Network: 0.3193115017886432
Training time for Neural Network: 0.7370162010192871 seconds
Testing time for Neural Network: 0.001348733901977539 seconds
RMSE for Neural Network: 0.11237457207014202
MAE for Neural Network: 0.0880976873587028
Training time for Neural Network: 0.575293779373169 seconds
Testing time for Neural Network: 0.0008120536804199219 seconds
RMSE for Neural Network: 257.03753191924267
MAE for Neural Network: 197.2734701883041
Training time for Neural Network: 0.6244001388549805 seconds
Testing time for Neural Network: 0.0027289390563964844 seconds
RMSE for Neural Network: 256.09890864114465
MAE for Neural Network: 196.05658382737897
Training time for Neural Network: 0.6034610271453857 seconds
Testing time for Neural Network: 0.0009491443634033203 seconds
RMSE for Neural Network: 257.7704909331612
MAE for Neural Network: 198.2275339626737
Training time for Neural Network: 0.5396909713745117 seconds
Testing time for Neural Network: 0.0008261203765869141 seconds
RMSE for Neural Network: 257.3299542160622
MAE for Neural Network: 197.65433099692166
Training time for Neural Network: 0.44962310791015625 seconds
Testing time for Neural Network: 0.0007767677307128906 seconds
RMSE for Neural Network: 256.9204913631006
MAE for Neural Network: 197.12094791588504
Training time for Neural Network: 0.49578094482421875 seconds
Testing time for Neural Network: 0.0018579959869384766 seconds
RMSE for Neural Network: 257.5631791859568
MAE for Neural Network: 197.95787556290176
Training time for Neural Network: 0.5343837738037109 seconds
Testing time for Neural Network: 0.0009222030639648438 seconds
RMSE for Neural Network: 255.8512151126533
MAE for Neural Network: 195.73973752926494
Training time for Neural Network: 0.6522567272186279 seconds
Testing time for Neural Network: 0.0008251667022705078 seconds
RMSE for Neural Network: 0.8152687282626269
MAE for Neural Network: 0.6477343804493626
Training time for Neural Network: 0.47601890563964844 seconds
Testing time for Neural Network: 0.0013439655303955078 seconds
RMSE for Neural Network: 0.30299083257617376
MAE for Neural Network: 0.23942629032012544
Training time for Neural Network: 0.489912748336792 seconds
Testing time for Neural Network: 0.0013401508331298828 seconds
RMSE for Neural Network: 256.84727624078755
MAE for Neural Network: 197.02551240210346
Training time for Neural Network: 0.5122227668762207 seconds
Testing time for Neural Network: 0.0009601116180419922 seconds
RMSE for Neural Network: 0.2593446933698799
MAE for Neural Network: 0.20411672039578577
Training time for Neural Network: 0.6298589706420898 seconds
Testing time for Neural Network: 0.0009338855743408203 seconds
RMSE for Neural Network: 257.6800662055229
MAE for Neural Network: 198.10993348311098
Training time for Neural Network: 0.5326740741729736 seconds
Testing time for Neural Network: 0.0013849735260009766 seconds
RMSE for Neural Network: 257.526399278401
MAE for Neural Network: 197.91001882243967
Training time for Neural Network: 1.4958851337432861 seconds
Testing time for Neural Network: 0.0009448528289794922 seconds
RMSE for Neural Network: 0.20922546344451465
MAE for Neural Network: 0.1574820768879635
Training time for Neural Network: 0.891840934753418 seconds
Testing time for Neural Network: 0.0006852149963378906 seconds
RMSE for Neural Network: 0.3898234990126401
MAE for Neural Network: 0.31994837912062496
Training time for Neural Network: 1.0386040210723877 seconds
Testing time for Neural Network: 0.0006659030914306641 seconds
RMSE for Neural Network: 0.22915669887772822
MAE for Neural Network: 0.18597952814666116
Training time for Neural Network: 1.0650413036346436 seconds
Testing time for Neural Network: 0.0009357929229736328 seconds
RMSE for Neural Network: 257.6204382133482
MAE for Neural Network: 198.03236960213738
Training time for Neural Network: 0.1842963695526123 seconds
Testing time for Neural Network: 0.0012898445129394531 seconds
RMSE for Neural Network: 257.61356281542754
MAE for Neural Network: 198.0234253098815
Training time for Neural Network: 0.9249532222747803 seconds
Testing time for Neural Network: 0.002138853073120117 seconds
RMSE for Neural Network: 0.28088834982784183
MAE for Neural Network: 0.22725445492156568
Training time for Neural Network: 1.0465068817138672 seconds
Testing time for Neural Network: 0.0009253025054931641 seconds
RMSE for Neural Network: 257.64591943157217
MAE for Neural Network: 198.0655170006636
Training time for Neural Network: 0.5036280155181885 seconds
Testing time for Neural Network: 0.0008630752563476562 seconds
RMSE for Neural Network: 0.3609754970660481
MAE for Neural Network: 0.29841969892031395
Training time for Neural Network: 0.7631232738494873 seconds
Testing time for Neural Network: 0.0008137226104736328 seconds
RMSE for Neural Network: 0.4042391620862872
MAE for Neural Network: 0.32141480482860657
Training time for Neural Network: 0.7486417293548584 seconds
Testing time for Neural Network: 0.002338886260986328 seconds
RMSE for Neural Network: 0.2756757892207384
MAE for Neural Network: 0.2102820249372948
Training time for Neural Network: 0.15740180015563965 seconds
Testing time for Neural Network: 0.000514984130859375 seconds
RMSE for Neural Network: 256.88727214218227
MAE for Neural Network: 197.07764919861313
Training time for Neural Network: 0.5987050533294678 seconds
Testing time for Neural Network: 0.0008509159088134766 seconds
RMSE for Neural Network: 257.3022380472325
MAE for Neural Network: 197.61824543577626
Training time for Neural Network: 0.6554419994354248 seconds
Testing time for Neural Network: 0.0008771419525146484 seconds
RMSE for Neural Network: 258.28276258588926
MAE for Neural Network: 198.89322430389336
Training time for Neural Network: 0.5305120944976807 seconds
Testing time for Neural Network: 0.002012014389038086 seconds
RMSE for Neural Network: 258.25316111380334
MAE for Neural Network: 198.85478231682552
Training time for Neural Network: 0.543626070022583 seconds
Testing time for Neural Network: 0.0013501644134521484 seconds
RMSE for Neural Network: 258.2216492454058
MAE for Neural Network: 198.81385606646577
Training time for Neural Network: 0.6267259120941162 seconds
Testing time for Neural Network: 0.0008590221405029297 seconds
RMSE for Neural Network: 257.88715271217427
MAE for Neural Network: 198.37921453366098
Training time for Neural Network: 0.552943229675293 seconds
Testing time for Neural Network: 0.0021657943725585938 seconds
RMSE for Neural Network: 257.05983280992166
MAE for Neural Network: 197.30252626174067
Training time for Neural Network: 0.551231861114502 seconds
Testing time for Neural Network: 0.0013580322265625 seconds
RMSE for Neural Network: 0.3827451039982608
MAE for Neural Network: 0.3014466130188502
Training time for Neural Network: 0.46478796005249023 seconds
Testing time for Neural Network: 0.0028138160705566406 seconds
RMSE for Neural Network: 0.1806369230261341
MAE for Neural Network: 0.13554303657259212
Training time for Neural Network: 0.5282900333404541 seconds
Testing time for Neural Network: 0.0012311935424804688 seconds
RMSE for Neural Network: 0.3211453637951742
MAE for Neural Network: 0.26546139199123703
Training time for Neural Network: 0.539851188659668 seconds
Testing time for Neural Network: 0.0008068084716796875 seconds
RMSE for Neural Network: 258.39726424424384
MAE for Neural Network: 199.0418935649216
Training time for Neural Network: 0.5673048496246338 seconds
Testing time for Neural Network: 0.0023109912872314453 seconds
RMSE for Neural Network: 256.78440462882355
MAE for Neural Network: 196.94354441204558
Training time for Neural Network: 0.6344401836395264 seconds
Testing time for Neural Network: 0.0008440017700195312 seconds
RMSE for Neural Network: 258.31020391051464
MAE for Neural Network: 198.9288583119394
Training time for Neural Network: 0.7682197093963623 seconds
Testing time for Neural Network: 0.0010733604431152344 seconds
RMSE for Neural Network: 0.2916788237339766
MAE for Neural Network: 0.23312269444637504
Training time for Neural Network: 1.2721080780029297 seconds
Testing time for Neural Network: 0.0014982223510742188 seconds
RMSE for Neural Network: 258.3668056218675
MAE for Neural Network: 199.002350418903
Training time for Neural Network: 0.6783268451690674 seconds
Testing time for Neural Network: 0.0014119148254394531 seconds
RMSE for Neural Network: 0.3406470832582959
MAE for Neural Network: 0.27305728130005813
Training time for Neural Network: 0.5838260650634766 seconds
Testing time for Neural Network: 0.0009260177612304688 seconds
RMSE for Neural Network: 0.5637738483500089
MAE for Neural Network: 0.43751504971259736
Training time for Neural Network: 0.7637779712677002 seconds
Testing time for Neural Network: 0.0014159679412841797 seconds
RMSE for Neural Network: 256.937457700567
MAE for Neural Network: 197.14306073161862
Training time for Neural Network: 0.6443040370941162 seconds
Testing time for Neural Network: 0.0008656978607177734 seconds
RMSE for Neural Network: 0.20086087507401437
MAE for Neural Network: 0.1642137928461311
Training time for Neural Network: 0.5508890151977539 seconds
Testing time for Neural Network: 0.0008819103240966797 seconds
RMSE for Neural Network: 0.3452743186749144
MAE for Neural Network: 0.26743615246345687
Training time for Neural Network: 0.6123068332672119 seconds
Testing time for Neural Network: 0.002187967300415039 seconds
RMSE for Neural Network: 0.21983272648197555
MAE for Neural Network: 0.17212048094566762
Training time for Neural Network: 0.6794459819793701 seconds
Testing time for Neural Network: 0.0009002685546875 seconds
RMSE for Neural Network: 0.37031034473461605
MAE for Neural Network: 0.3009605738007681
Training time for Neural Network: 0.6766259670257568 seconds
Testing time for Neural Network: 0.001363992691040039 seconds
RMSE for Neural Network: 257.14681564162527
MAE for Neural Network: 197.41584034628028
Training time for Neural Network: 0.5178220272064209 seconds
Testing time for Neural Network: 0.0008351802825927734 seconds
RMSE for Neural Network: 258.3968493257027
MAE for Neural Network: 199.04135491512795
Training time for Neural Network: 0.15975522994995117 seconds
Testing time for Neural Network: 0.0004260540008544922 seconds
RMSE for Neural Network: 256.3470339333542
MAE for Neural Network: 196.37735925692493
Training time for Neural Network: 0.5414819717407227 seconds
Testing time for Neural Network: 0.0006511211395263672 seconds
RMSE for Neural Network: 0.28830314082589475
MAE for Neural Network: 0.22837777210229795
Training time for Neural Network: 0.5505270957946777 seconds
Testing time for Neural Network: 0.0008378028869628906 seconds
RMSE for Neural Network: 258.11493933478226
MAE for Neural Network: 198.67524036174794
Training time for Neural Network: 0.662841796875 seconds
Testing time for Neural Network: 0.0009391307830810547 seconds
RMSE for Neural Network: 257.54740738879013
MAE for Neural Network: 197.93735442732236
Training time for Neural Network: 0.6794559955596924 seconds
Testing time for Neural Network: 0.0006573200225830078 seconds
RMSE for Neural Network: 258.4134303216966
MAE for Neural Network: 199.06288000435018
Training time for Neural Network: 0.5585353374481201 seconds
Testing time for Neural Network: 0.004086732864379883 seconds
RMSE for Neural Network: 257.5749005640341
MAE for Neural Network: 197.9731260185888
Training time for Neural Network: 0.521946907043457 seconds
Testing time for Neural Network: 0.0011031627655029297 seconds
RMSE for Neural Network: 256.0983565993305
MAE for Neural Network: 196.055869905377
Training time for Neural Network: 0.5195298194885254 seconds
Testing time for Neural Network: 0.0019237995147705078 seconds
RMSE for Neural Network: 256.89518149443705
MAE for Neural Network: 197.08795879012945
Training time for Neural Network: 0.5203711986541748 seconds
Testing time for Neural Network: 0.000743865966796875 seconds
RMSE for Neural Network: 0.4091831075092512
MAE for Neural Network: 0.3240760756154226
Training time for Neural Network: 0.5425159931182861 seconds
Testing time for Neural Network: 0.0013549327850341797 seconds
RMSE for Neural Network: 0.17063819624068552
MAE for Neural Network: 0.14082103875216334
Training time for Neural Network: 0.5589230060577393 seconds
Testing time for Neural Network: 0.002688884735107422 seconds
RMSE for Neural Network: 255.9320009561806
MAE for Neural Network: 195.8406827205986
Training time for Neural Network: 0.47774219512939453 seconds
Testing time for Neural Network: 0.00152587890625 seconds
RMSE for Neural Network: 258.32072125550155
MAE for Neural Network: 198.94251495083333
Training time for Neural Network: 0.6181051731109619 seconds
Testing time for Neural Network: 0.0006997585296630859 seconds
RMSE for Neural Network: 257.57989519640427
MAE for Neural Network: 197.97962429096233
Training time for Neural Network: 0.5191411972045898 seconds
Testing time for Neural Network: 0.0006279945373535156 seconds
RMSE for Neural Network: 256.5092612756239
MAE for Neural Network: 196.5869679269864
Training time for Neural Network: 0.4802999496459961 seconds
Testing time for Neural Network: 0.0017459392547607422 seconds
RMSE for Neural Network: 0.5015615294401314
MAE for Neural Network: 0.40101106383116686
Training time for Neural Network: 0.5977418422698975 seconds
Testing time for Neural Network: 0.0017421245574951172 seconds
RMSE for Neural Network: 0.2245770515730776
MAE for Neural Network: 0.16412507925801
Training time for Neural Network: 0.9541671276092529 seconds
Testing time for Neural Network: 0.0011260509490966797 seconds
RMSE for Neural Network: 255.83168792624664
MAE for Neural Network: 195.7154873109612
Training time for Neural Network: 0.7093899250030518 seconds
Testing time for Neural Network: 0.0008990764617919922 seconds
RMSE for Neural Network: 256.9340200392502
MAE for Neural Network: 197.13858039087586
Training time for Neural Network: 0.538550853729248 seconds
Testing time for Neural Network: 0.0009951591491699219 seconds
RMSE for Neural Network: 257.31177553783925
MAE for Neural Network: 197.63066324696524
Training time for Neural Network: 0.41173815727233887 seconds
Testing time for Neural Network: 0.0006668567657470703 seconds
RMSE for Neural Network: 0.4675545359057602
MAE for Neural Network: 0.3652994486520141
Training time for Neural Network: 0.6159439086914062 seconds
Testing time for Neural Network: 0.0006749629974365234 seconds
RMSE for Neural Network: 258.0457790005637
MAE for Neural Network: 198.58538034056724
Training time for Neural Network: 0.5756940841674805 seconds
Testing time for Neural Network: 0.0006852149963378906 seconds
RMSE for Neural Network: 258.13575960207476
MAE for Neural Network: 198.70228889054124
Training time for Neural Network: 0.675152063369751 seconds
Testing time for Neural Network: 0.0009500980377197266 seconds
RMSE for Neural Network: 257.9845854581331
MAE for Neural Network: 198.50585774481507
Training time for Neural Network: 0.3358321189880371 seconds
Testing time for Neural Network: 0.0005810260772705078 seconds
RMSE for Neural Network: 255.92493208711517
MAE for Neural Network: 195.83153668512813
Training time for Neural Network: 0.5608487129211426 seconds
Testing time for Neural Network: 0.0008833408355712891 seconds
RMSE for Neural Network: 256.5588218993526
MAE for Neural Network: 196.65098501333136
Training time for Neural Network: 0.6334700584411621 seconds
Testing time for Neural Network: 0.0009100437164306641 seconds
RMSE for Neural Network: 256.94400769449715
MAE for Neural Network: 197.15159729281876
Training time for Neural Network: 0.6437211036682129 seconds
Testing time for Neural Network: 0.000885009765625 seconds
RMSE for Neural Network: 0.2789209318033463
MAE for Neural Network: 0.2149285796685029
Training time for Neural Network: 0.17491698265075684 seconds
Testing time for Neural Network: 0.0005440711975097656 seconds
RMSE for Neural Network: 0.45716506420044506
MAE for Neural Network: 0.35687043423358716
Training time for Neural Network: 0.530745267868042 seconds
Testing time for Neural Network: 0.0008258819580078125 seconds
RMSE for Neural Network: 257.54769865464823
MAE for Neural Network: 197.93773340953834
Training time for Neural Network: 0.5662319660186768 seconds
Testing time for Neural Network: 0.0015041828155517578 seconds
RMSE for Neural Network: 258.29499627979357
MAE for Neural Network: 198.90911072190372
Training time for Neural Network: 0.6376729011535645 seconds
Testing time for Neural Network: 0.003261089324951172 seconds
RMSE for Neural Network: 258.1698647012903
MAE for Neural Network: 198.74659309000126
Training time for Neural Network: 0.4514167308807373 seconds
Testing time for Neural Network: 0.0006201267242431641 seconds
RMSE for Neural Network: 256.6374713619358
MAE for Neural Network: 196.75255811702726
Training time for Neural Network: 0.5899810791015625 seconds
Testing time for Neural Network: 0.0012097358703613281 seconds
RMSE for Neural Network: 0.1558053561050277
MAE for Neural Network: 0.12516163897145804
Training time for Neural Network: 0.5047049522399902 seconds
Testing time for Neural Network: 0.001814126968383789 seconds
RMSE for Neural Network: 257.0740481047253
MAE for Neural Network: 197.32104660666747
Training time for Neural Network: 0.6143279075622559 seconds
Testing time for Neural Network: 0.001363992691040039 seconds
RMSE for Neural Network: 256.6436808056618
MAE for Neural Network: 196.76057647197842
Training time for Neural Network: 0.5878231525421143 seconds
Testing time for Neural Network: 0.0006468296051025391 seconds
RMSE for Neural Network: 258.409317851314
MAE for Neural Network: 199.05754137279354
Training time for Neural Network: 0.6600661277770996 seconds
Testing time for Neural Network: 0.0006799697875976562 seconds
RMSE for Neural Network: 257.7689659429832
MAE for Neural Network: 198.22555089673682
Training time for Neural Network: 0.6285719871520996 seconds
Testing time for Neural Network: 0.0009090900421142578 seconds
RMSE for Neural Network: 0.21707570952843036
MAE for Neural Network: 0.16957848872412576
Training time for Neural Network: 0.6390378475189209 seconds
Testing time for Neural Network: 0.0016701221466064453 seconds
RMSE for Neural Network: 256.6760727887663
MAE for Neural Network: 196.8024025570786
Training time for Neural Network: 0.7367842197418213 seconds
Testing time for Neural Network: 0.0018329620361328125 seconds
RMSE for Neural Network: 256.9902924612216
MAE for Neural Network: 197.21191557384205
Training time for Neural Network: 0.64072585105896 seconds
Testing time for Neural Network: 0.0009150505065917969 seconds
RMSE for Neural Network: 256.60817242668384
MAE for Neural Network: 196.71472209275234
Training time for Neural Network: 0.7048580646514893 seconds
Testing time for Neural Network: 0.0025827884674072266 seconds
RMSE for Neural Network: 0.30558796826818413
MAE for Neural Network: 0.2082647706385729
Training time for Neural Network: 1.18538498878479 seconds
Testing time for Neural Network: 0.007843017578125 seconds
RMSE for Neural Network: 0.3669231309112084
MAE for Neural Network: 0.30217466467694043
Training time for Neural Network: 2.12995982170105 seconds
Testing time for Neural Network: 0.0012259483337402344 seconds
RMSE for Neural Network: 256.3316437907314
MAE for Neural Network: 196.35746930760135
Training time for Neural Network: 0.8838777542114258 seconds
Testing time for Neural Network: 0.006711244583129883 seconds
RMSE for Neural Network: 256.81198982806234
MAE for Neural Network: 196.97950996093175
Training time for Neural Network: 0.8446357250213623 seconds
Testing time for Neural Network: 0.0014462471008300781 seconds
RMSE for Neural Network: 257.88564067454854
MAE for Neural Network: 198.37724892517886
Training time for Neural Network: 0.72418212890625 seconds
Testing time for Neural Network: 0.0007758140563964844 seconds
RMSE for Neural Network: 256.66903305796654
MAE for Neural Network: 196.7933128331641
Training time for Neural Network: 1.036039113998413 seconds
Testing time for Neural Network: 0.0021331310272216797 seconds
RMSE for Neural Network: 0.16166340626514056
MAE for Neural Network: 0.13022362620792594
Training time for Neural Network: 1.1969821453094482 seconds
Testing time for Neural Network: 0.0006508827209472656 seconds
RMSE for Neural Network: 0.0901672934091394
MAE for Neural Network: 0.06753650156086471
Training time for Neural Network: 0.8655719757080078 seconds
Testing time for Neural Network: 0.0006849765777587891 seconds
RMSE for Neural Network: 0.17992391514964723
MAE for Neural Network: 0.14006769782776293
Training time for Neural Network: 0.9767601490020752 seconds
Testing time for Neural Network: 0.0006380081176757812 seconds
RMSE for Neural Network: 257.5837825704299
MAE for Neural Network: 197.9846819031475
Training time for Neural Network: 1.020768642425537 seconds
Testing time for Neural Network: 0.0007109642028808594 seconds
RMSE for Neural Network: 256.19953370498484
MAE for Neural Network: 196.18669793702946
Training time for Neural Network: 1.072436809539795 seconds
Testing time for Neural Network: 0.005168914794921875 seconds
RMSE for Neural Network: 256.6175536774035
MAE for Neural Network: 196.72683717101071
Training time for Neural Network: 1.066951036453247 seconds
Testing time for Neural Network: 0.0038411617279052734 seconds
RMSE for Neural Network: 256.0625098418243
MAE for Neural Network: 196.00950915284045
Training time for Neural Network: 1.4068691730499268 seconds
Testing time for Neural Network: 0.007132768630981445 seconds
RMSE for Neural Network: 258.3447481505661
MAE for Neural Network: 198.97371213800935
Training time for Neural Network: 1.0989718437194824 seconds
Testing time for Neural Network: 0.0021047592163085938 seconds
RMSE for Neural Network: 258.36512199158733
MAE for Neural Network: 199.00016453944903
Training time for Neural Network: 0.7020480632781982 seconds
Testing time for Neural Network: 0.0013496875762939453 seconds
RMSE for Neural Network: 0.34238101945538857
MAE for Neural Network: 0.2682704775296771
Training time for Neural Network: 0.7748878002166748 seconds
Testing time for Neural Network: 0.0009310245513916016 seconds
RMSE for Neural Network: 257.7697832781975
MAE for Neural Network: 198.22661374368704
Training time for Neural Network: 1.1864039897918701 seconds
Testing time for Neural Network: 0.0010979175567626953 seconds
RMSE for Neural Network: 0.20552041786939998
MAE for Neural Network: 0.16877813254210047
Training time for Neural Network: 0.6250507831573486 seconds
Testing time for Neural Network: 0.001191854476928711 seconds
RMSE for Neural Network: 257.8908488215141
MAE for Neural Network: 198.38401934349713
Training time for Neural Network: 0.5503890514373779 seconds
Testing time for Neural Network: 0.0008881092071533203 seconds
RMSE for Neural Network: 256.1352090352925
MAE for Neural Network: 196.10352652719345
Training time for Neural Network: 0.5437328815460205 seconds
Testing time for Neural Network: 0.0006339550018310547 seconds
RMSE for Neural Network: 0.4926520849310783
MAE for Neural Network: 0.40174617898470094
Training time for Neural Network: 0.6056067943572998 seconds
Testing time for Neural Network: 0.0010802745819091797 seconds
RMSE for Neural Network: 256.12696963020807
MAE for Neural Network: 196.09287196089338
Training time for Neural Network: 0.9432199001312256 seconds
Testing time for Neural Network: 0.0008707046508789062 seconds
RMSE for Neural Network: 257.2330232652937
MAE for Neural Network: 197.52811820903653
Training time for Neural Network: 0.5555520057678223 seconds
Testing time for Neural Network: 0.0007131099700927734 seconds
RMSE for Neural Network: 258.1177901584972
MAE for Neural Network: 198.6789440814149
Training time for Neural Network: 0.1737959384918213 seconds
Testing time for Neural Network: 0.0004930496215820312 seconds
RMSE for Neural Network: 0.22182468494061
MAE for Neural Network: 0.17298831662362407
Training time for Neural Network: 0.7346770763397217 seconds
Testing time for Neural Network: 0.002170085906982422 seconds
RMSE for Neural Network: 0.29428577023144836
MAE for Neural Network: 0.24946611506806307
Training time for Neural Network: 0.7043111324310303 seconds
Testing time for Neural Network: 0.0009577274322509766 seconds
RMSE for Neural Network: 258.33585020447805
MAE for Neural Network: 198.9621590299787
Training time for Neural Network: 0.5824530124664307 seconds
Testing time for Neural Network: 0.0013790130615234375 seconds
RMSE for Neural Network: 0.5663233656991883
MAE for Neural Network: 0.4710770098180113
Training time for Neural Network: 0.6057777404785156 seconds
Testing time for Neural Network: 0.0018908977508544922 seconds
RMSE for Neural Network: 0.27051131647552906
MAE for Neural Network: 0.21288783653693882
Training time for Neural Network: 0.5694918632507324 seconds
Testing time for Neural Network: 0.00139617919921875 seconds
RMSE for Neural Network: 0.21235412273918194
MAE for Neural Network: 0.15491126304301328
Training time for Neural Network: 0.6269779205322266 seconds
Testing time for Neural Network: 0.0006971359252929688 seconds
RMSE for Neural Network: 257.9853133756672
MAE for Neural Network: 198.5068037688915
Training time for Neural Network: 0.6687369346618652 seconds
Testing time for Neural Network: 0.0018711090087890625 seconds
RMSE for Neural Network: 258.137213960323
MAE for Neural Network: 198.70417825551016
Training time for Neural Network: 0.7053041458129883 seconds
Testing time for Neural Network: 0.0008356571197509766 seconds
RMSE for Neural Network: 0.16948170218914782
MAE for Neural Network: 0.11717627037965171
Training time for Neural Network: 0.6294851303100586 seconds
Testing time for Neural Network: 0.00160980224609375 seconds
RMSE for Neural Network: 256.01303633793924
MAE for Neural Network: 195.94551734055233
Training time for Neural Network: 0.6877570152282715 seconds
Testing time for Neural Network: 0.0015878677368164062 seconds
RMSE for Neural Network: 256.37188468536397
MAE for Neural Network: 196.4094741564952
Training time for Neural Network: 0.6798141002655029 seconds
Testing time for Neural Network: 0.00144195556640625 seconds
RMSE for Neural Network: 0.17621734421630816
MAE for Neural Network: 0.14424937084033243
Training time for Neural Network: 0.7563602924346924 seconds
Testing time for Neural Network: 0.003118753433227539 seconds
RMSE for Neural Network: 257.10262067496984
MAE for Neural Network: 197.3582701153854
Training time for Neural Network: 0.6431457996368408 seconds
Testing time for Neural Network: 0.0006291866302490234 seconds
RMSE for Neural Network: 257.0231312797881
MAE for Neural Network: 197.25470650371616
Training time for Neural Network: 0.7493219375610352 seconds
Testing time for Neural Network: 0.0014350414276123047 seconds
RMSE for Neural Network: 0.18788427758154086
MAE for Neural Network: 0.1390203808251753
Training time for Neural Network: 0.7670481204986572 seconds
Testing time for Neural Network: 0.0015020370483398438 seconds
RMSE for Neural Network: 256.908916142447
MAE for Neural Network: 197.10586094402896
Training time for Neural Network: 0.638983964920044 seconds
Testing time for Neural Network: 0.0006730556488037109 seconds
RMSE for Neural Network: 256.2702229079052
MAE for Neural Network: 196.27808166181566
Training time for Neural Network: 1.1888999938964844 seconds
Testing time for Neural Network: 0.0006289482116699219 seconds
RMSE for Neural Network: 257.2123717973038
MAE for Neural Network: 197.50122387113058
Training time for Neural Network: 0.6152431964874268 seconds
Testing time for Neural Network: 0.0010840892791748047 seconds
RMSE for Neural Network: 0.3252481022249816
MAE for Neural Network: 0.26108248524609323
Training time for Neural Network: 0.6479799747467041 seconds
Testing time for Neural Network: 0.001828908920288086 seconds
RMSE for Neural Network: 0.40649450692741196
MAE for Neural Network: 0.32170549186419545
Training time for Neural Network: 0.540992021560669 seconds
Testing time for Neural Network: 0.0008623600006103516 seconds
RMSE for Neural Network: 0.24030480511392574
MAE for Neural Network: 0.18204121825549507
Training time for Neural Network: 0.582423210144043 seconds
Testing time for Neural Network: 0.0013942718505859375 seconds
RMSE for Neural Network: 258.29858626937937
MAE for Neural Network: 198.91377250899453
Training time for Neural Network: 0.5870177745819092 seconds
Testing time for Neural Network: 0.0008661746978759766 seconds
RMSE for Neural Network: 0.2394656100733611
MAE for Neural Network: 0.1994429077812272
Training time for Neural Network: 0.56227707862854 seconds
Testing time for Neural Network: 0.0013718605041503906 seconds
RMSE for Neural Network: 0.49021384072376795
MAE for Neural Network: 0.39624915728148496
Training time for Neural Network: 0.17306804656982422 seconds
Testing time for Neural Network: 0.0004987716674804688 seconds
RMSE for Neural Network: 257.0178848394935
MAE for Neural Network: 197.2478703367089
Training time for Neural Network: 0.48181724548339844 seconds
Testing time for Neural Network: 0.0007069110870361328 seconds
RMSE for Neural Network: 257.9920834272063
MAE for Neural Network: 198.51560224856527
Training time for Neural Network: 0.5316410064697266 seconds
Testing time for Neural Network: 0.0009331703186035156 seconds
RMSE for Neural Network: 257.4717433005065
MAE for Neural Network: 197.83889360588807
Training time for Neural Network: 0.5518252849578857 seconds
Testing time for Neural Network: 0.0008237361907958984 seconds
RMSE for Neural Network: 0.4587344792794297
MAE for Neural Network: 0.34180365978478683
Training time for Neural Network: 0.610100269317627 seconds
Testing time for Neural Network: 0.0013790130615234375 seconds
RMSE for Neural Network: 257.877965776132
MAE for Neural Network: 198.36727163984463
Training time for Neural Network: 0.34630870819091797 seconds
Testing time for Neural Network: 0.0013501644134521484 seconds
RMSE for Neural Network: 0.4525939972269823
MAE for Neural Network: 0.36908951452024835
Training time for Neural Network: 0.6440896987915039 seconds
Testing time for Neural Network: 0.003047943115234375 seconds
RMSE for Neural Network: 0.4821548671243285
MAE for Neural Network: 0.4058452161599939
Training time for Neural Network: 0.4368448257446289 seconds
Testing time for Neural Network: 0.0006198883056640625 seconds
RMSE for Neural Network: 0.21485491382676045
MAE for Neural Network: 0.17167201344073704
Training time for Neural Network: 0.6146240234375 seconds
Testing time for Neural Network: 0.0012097358703613281 seconds
RMSE for Neural Network: 257.61197590417964
MAE for Neural Network: 198.02136085345853
Training time for Neural Network: 0.5460929870605469 seconds
Testing time for Neural Network: 0.0007822513580322266 seconds
RMSE for Neural Network: 255.89951319166136
MAE for Neural Network: 195.79971180959765
Training time for Neural Network: 0.5917148590087891 seconds
Testing time for Neural Network: 0.003785848617553711 seconds
RMSE for Neural Network: 256.4323975806052
MAE for Neural Network: 196.48766647388555
Training time for Neural Network: 0.584312915802002 seconds
Testing time for Neural Network: 0.00144195556640625 seconds
RMSE for Neural Network: 0.19378092123905186
MAE for Neural Network: 0.14750373160683705
Training time for Neural Network: 0.6001667976379395 seconds
Testing time for Neural Network: 0.0009222030639648438 seconds
RMSE for Neural Network: 255.90768021291453
MAE for Neural Network: 195.80985243937576
Training time for Neural Network: 0.7144172191619873 seconds
Testing time for Neural Network: 0.0009238719940185547 seconds
RMSE for Neural Network: 256.96436818400065
MAE for Neural Network: 197.17813200556154
Training time for Neural Network: 0.6076109409332275 seconds
Testing time for Neural Network: 0.003367185592651367 seconds
RMSE for Neural Network: 0.25745258309040114
MAE for Neural Network: 0.19142652441011065
Training time for Neural Network: 0.6063077449798584 seconds
Testing time for Neural Network: 0.0009591579437255859 seconds
RMSE for Neural Network: 256.28556832946276
MAE for Neural Network: 196.29791716384062
Training time for Neural Network: 0.6403799057006836 seconds
Testing time for Neural Network: 0.00160980224609375 seconds
RMSE for Neural Network: 0.48097344444407225
MAE for Neural Network: 0.37331202522981854
Training time for Neural Network: 0.574211835861206 seconds
Testing time for Neural Network: 0.0007839202880859375 seconds
RMSE for Neural Network: 0.22707798898548148
MAE for Neural Network: 0.1810162634970903
Training time for Neural Network: 0.605827808380127 seconds
Testing time for Neural Network: 0.0009291172027587891 seconds
RMSE for Neural Network: 256.0599303613172
MAE for Neural Network: 196.00617292366798
Training time for Neural Network: 0.5919680595397949 seconds
Testing time for Neural Network: 0.001110076904296875 seconds
RMSE for Neural Network: 0.16209109815769687
MAE for Neural Network: 0.12800179241688361
Training time for Neural Network: 0.995074987411499 seconds
Testing time for Neural Network: 0.0011348724365234375 seconds
RMSE for Neural Network: 0.1528636748939682
MAE for Neural Network: 0.12302601790639128
Training time for Neural Network: 0.18519186973571777 seconds
Testing time for Neural Network: 0.0004961490631103516 seconds
RMSE for Neural Network: 256.4949843524763
MAE for Neural Network: 196.56852492034753
Training time for Neural Network: 0.509192943572998 seconds
Testing time for Neural Network: 0.0011949539184570312 seconds
RMSE for Neural Network: 256.2016271180785
MAE for Neural Network: 196.18940445992826
Training time for Neural Network: 0.7894489765167236 seconds
Testing time for Neural Network: 0.0024750232696533203 seconds
RMSE for Neural Network: 257.1872267503024
MAE for Neural Network: 197.46847553093497
Training time for Neural Network: 0.607342004776001 seconds
Testing time for Neural Network: 0.0006542205810546875 seconds
RMSE for Neural Network: 0.1914307177815341
MAE for Neural Network: 0.14376732376090273
Training time for Neural Network: 0.586374044418335 seconds
Testing time for Neural Network: 0.0008840560913085938 seconds
RMSE for Neural Network: 256.3956825064438
MAE for Neural Network: 196.44022628811265
Training time for Neural Network: 0.603477954864502 seconds
Testing time for Neural Network: 0.0018470287322998047 seconds
RMSE for Neural Network: 256.0727870903115
MAE for Neural Network: 196.02280122765632
Training time for Neural Network: 0.5867700576782227 seconds
Testing time for Neural Network: 0.0013310909271240234 seconds
RMSE for Neural Network: 257.4506541868172
MAE for Neural Network: 197.8114470050208
Training time for Neural Network: 0.5046210289001465 seconds
Testing time for Neural Network: 0.0016160011291503906 seconds
RMSE for Neural Network: 13.271361813985513
MAE for Neural Network: 10.563467237895079
Training time for Neural Network: 0.5439181327819824 seconds
Testing time for Neural Network: 0.0009160041809082031 seconds
RMSE for Neural Network: 258.15997299813006
MAE for Neural Network: 198.73374369591903
Training time for Neural Network: 0.57283616065979 seconds
Testing time for Neural Network: 0.001814126968383789 seconds
RMSE for Neural Network: 5.251505416054571
MAE for Neural Network: 3.8856863801713244
Training time for Neural Network: 0.47179603576660156 seconds
Testing time for Neural Network: 0.0012028217315673828 seconds
RMSE for Neural Network: 0.7951056370813017
MAE for Neural Network: 0.6134302680479691
Training time for Neural Network: 0.5792360305786133 seconds
Testing time for Neural Network: 0.0008518695831298828 seconds
RMSE for Neural Network: 0.42720298628548764
MAE for Neural Network: 0.34501688343343334
Training time for Neural Network: 0.6268758773803711 seconds
Testing time for Neural Network: 0.0024330615997314453 seconds
RMSE for Neural Network: 258.4625946725974
MAE for Neural Network: 199.12669853611135
Training time for Neural Network: 0.6892907619476318 seconds
Testing time for Neural Network: 0.0018210411071777344 seconds
RMSE for Neural Network: 0.2027882805470505
MAE for Neural Network: 0.1554827922910409
Training time for Neural Network: 0.8571288585662842 seconds
Testing time for Neural Network: 0.004366159439086914 seconds
RMSE for Neural Network: 257.6252407504567
MAE for Neural Network: 198.0386171854641
Training time for Neural Network: 0.8101911544799805 seconds
Testing time for Neural Network: 0.0008749961853027344 seconds
RMSE for Neural Network: 0.2154128198466018
MAE for Neural Network: 0.16149556869787043
Training time for Neural Network: 0.5324254035949707 seconds
Testing time for Neural Network: 0.0012066364288330078 seconds
RMSE for Neural Network: 0.28911454972879164
MAE for Neural Network: 0.22273445517406132
Training time for Neural Network: 0.7516019344329834 seconds
Testing time for Neural Network: 0.0008351802825927734 seconds
RMSE for Neural Network: 257.14371805137597
MAE for Neural Network: 197.4118055190356
Training time for Neural Network: 0.5749640464782715 seconds
Testing time for Neural Network: 0.002240896224975586 seconds
RMSE for Neural Network: 257.17418102522345
MAE for Neural Network: 197.45148419547112
Training time for Neural Network: 0.7517399787902832 seconds
Testing time for Neural Network: 0.00197601318359375 seconds
RMSE for Neural Network: 0.07929728147133992
MAE for Neural Network: 0.06054190490725333
Training time for Neural Network: 0.7582268714904785 seconds
Testing time for Neural Network: 0.0013937950134277344 seconds
RMSE for Neural Network: 0.2518665382594769
MAE for Neural Network: 0.1837664530668289
Training time for Neural Network: 0.6636760234832764 seconds
Testing time for Neural Network: 0.0023698806762695312 seconds
RMSE for Neural Network: 257.6356004681798
MAE for Neural Network: 198.05209378746684
Training time for Neural Network: 0.712867021560669 seconds
Testing time for Neural Network: 0.0010581016540527344 seconds
RMSE for Neural Network: 255.94144951219047
MAE for Neural Network: 195.85290742773975
Training time for Neural Network: 0.5591270923614502 seconds
Testing time for Neural Network: 0.0008490085601806641 seconds
RMSE for Neural Network: 0.2786550704531222
MAE for Neural Network: 0.2217975676711329
Training time for Neural Network: 1.2467520236968994 seconds
Testing time for Neural Network: 0.0006880760192871094 seconds
RMSE for Neural Network: 0.2636616031635227
MAE for Neural Network: 0.20087717080374845
Training time for Neural Network: 0.5313088893890381 seconds
Testing time for Neural Network: 0.0006859302520751953 seconds
RMSE for Neural Network: 0.15543616429539883
MAE for Neural Network: 0.11587572635294752
Training time for Neural Network: 0.5891520977020264 seconds
Testing time for Neural Network: 0.0015621185302734375 seconds
RMSE for Neural Network: 0.2774716924441858
MAE for Neural Network: 0.2200261287989043
Training time for Neural Network: 0.6378638744354248 seconds
Testing time for Neural Network: 0.0012061595916748047 seconds
RMSE for Neural Network: 258.00645999544633
MAE for Neural Network: 198.53428576541089
Training time for Neural Network: 0.6579329967498779 seconds
Testing time for Neural Network: 0.0006878376007080078 seconds
RMSE for Neural Network: 0.2197244739074687
MAE for Neural Network: 0.1724849290476316
Training time for Neural Network: 0.5973520278930664 seconds
Testing time for Neural Network: 0.0011010169982910156 seconds
RMSE for Neural Network: 0.2214501416996847
MAE for Neural Network: 0.17369617134924958
Training time for Neural Network: 0.4951450824737549 seconds
Testing time for Neural Network: 0.0009708404541015625 seconds
RMSE for Neural Network: 0.48282429496070656
MAE for Neural Network: 0.37355426067077424
Training time for Neural Network: 0.5554840564727783 seconds
Testing time for Neural Network: 0.0008189678192138672 seconds
RMSE for Neural Network: 0.46096276061641084
MAE for Neural Network: 0.36695152683719523
Training time for Neural Network: 0.5604979991912842 seconds
Testing time for Neural Network: 0.0020291805267333984 seconds
RMSE for Neural Network: 257.614557598064
MAE for Neural Network: 198.02471944544254
Training time for Neural Network: 0.5428810119628906 seconds
Testing time for Neural Network: 0.0009257793426513672 seconds
RMSE for Neural Network: 0.1739833187608878
MAE for Neural Network: 0.12304471855421725
Training time for Neural Network: 0.6107940673828125 seconds
Testing time for Neural Network: 0.0014500617980957031 seconds
RMSE for Neural Network: 0.1652239709623955
MAE for Neural Network: 0.12900686390541696
Training time for Neural Network: 0.6171739101409912 seconds
Testing time for Neural Network: 0.002218008041381836 seconds
RMSE for Neural Network: 257.90529723102503
MAE for Neural Network: 198.40280130286317
Training time for Neural Network: 0.586122989654541 seconds
Testing time for Neural Network: 0.0006747245788574219 seconds
RMSE for Neural Network: 0.24074347671923105
MAE for Neural Network: 0.17579188821553207
Training time for Neural Network: 0.5934970378875732 seconds
Testing time for Neural Network: 0.001828908920288086 seconds
RMSE for Neural Network: 256.49797881686516
MAE for Neural Network: 196.57239324544025
Training time for Neural Network: 0.4911689758300781 seconds
Testing time for Neural Network: 0.0006239414215087891 seconds
RMSE for Neural Network: 255.9589855775271
MAE for Neural Network: 195.87559504936237
Training time for Neural Network: 0.6077797412872314 seconds
Testing time for Neural Network: 0.0006821155548095703 seconds
RMSE for Neural Network: 257.6456506321824
MAE for Neural Network: 198.06516734317677
Training time for Neural Network: 0.37073302268981934 seconds
Testing time for Neural Network: 0.0008258819580078125 seconds
RMSE for Neural Network: 256.43814755543804
MAE for Neural Network: 196.49509568364047
Training time for Neural Network: 0.5902330875396729 seconds
Testing time for Neural Network: 0.0008409023284912109 seconds
RMSE for Neural Network: 4.0766110829604845
MAE for Neural Network: 3.1640075503272054
Training time for Neural Network: 0.5818831920623779 seconds
Testing time for Neural Network: 0.0016238689422607422 seconds
RMSE for Neural Network: 256.4344708986425
MAE for Neural Network: 196.4903453016529
Training time for Neural Network: 0.6865091323852539 seconds
Testing time for Neural Network: 0.0006968975067138672 seconds
RMSE for Neural Network: 0.22957671221924322
MAE for Neural Network: 0.18153355914595898
Training time for Neural Network: 0.7490837574005127 seconds
Testing time for Neural Network: 0.0008058547973632812 seconds
RMSE for Neural Network: 0.18347851269352866
MAE for Neural Network: 0.1350851709709948
Training time for Neural Network: 0.6249511241912842 seconds
Testing time for Neural Network: 0.0008418560028076172 seconds
RMSE for Neural Network: 0.2871767059501511
MAE for Neural Network: 0.23640957476295482
Training time for Neural Network: 0.6255621910095215 seconds
Testing time for Neural Network: 0.0008077621459960938 seconds
RMSE for Neural Network: 257.45865375720354
MAE for Neural Network: 197.82185829546637
Training time for Neural Network: 0.5722520351409912 seconds
Testing time for Neural Network: 0.001386880874633789 seconds
RMSE for Neural Network: 0.23479409094241344
MAE for Neural Network: 0.19443413126175166
Training time for Neural Network: 0.5846648216247559 seconds
Testing time for Neural Network: 0.0008740425109863281 seconds
RMSE for Neural Network: 257.6923182639387
MAE for Neural Network: 198.12586937914773
Training time for Neural Network: 0.5341408252716064 seconds
Testing time for Neural Network: 0.0014111995697021484 seconds
RMSE for Neural Network: 256.1927244289968
MAE for Neural Network: 196.1778942817234
Training time for Neural Network: 1.2857322692871094 seconds
Testing time for Neural Network: 0.0022819042205810547 seconds
RMSE for Neural Network: 0.32684609911817347
MAE for Neural Network: 0.25485831769502526
Training time for Neural Network: 0.5690410137176514 seconds
Testing time for Neural Network: 0.000993967056274414 seconds
RMSE for Neural Network: 0.24627863972296224
MAE for Neural Network: 0.19334382453124868
Training time for Neural Network: 0.5897870063781738 seconds
Testing time for Neural Network: 0.0008530616760253906 seconds
RMSE for Neural Network: 0.412880159531681
MAE for Neural Network: 0.33513980235358504
Training time for Neural Network: 0.5876932144165039 seconds
Testing time for Neural Network: 0.0014379024505615234 seconds
RMSE for Neural Network: 0.598062649222229
MAE for Neural Network: 0.4797991395992127
Training time for Neural Network: 0.575427770614624 seconds
Testing time for Neural Network: 0.0008130073547363281 seconds
RMSE for Neural Network: 0.7678248115033369
MAE for Neural Network: 0.6182378128009265
Training time for Neural Network: 0.5519199371337891 seconds
Testing time for Neural Network: 0.0017361640930175781 seconds
RMSE for Neural Network: 0.26397987640275605
MAE for Neural Network: 0.2145430709744065
Training time for Neural Network: 0.5241231918334961 seconds
Testing time for Neural Network: 0.0007827281951904297 seconds
RMSE for Neural Network: 0.3620439674107199
MAE for Neural Network: 0.2951073824934029
Training time for Neural Network: 0.6040189266204834 seconds
Testing time for Neural Network: 0.0006868839263916016 seconds
RMSE for Neural Network: 257.90082848331014
MAE for Neural Network: 198.39699230930336
Training time for Neural Network: 0.16895198822021484 seconds
Testing time for Neural Network: 0.0005259513854980469 seconds
RMSE for Neural Network: 256.0759617487808
MAE for Neural Network: 196.02690709457912
Training time for Neural Network: 0.5376811027526855 seconds
Testing time for Neural Network: 0.0016057491302490234 seconds
RMSE for Neural Network: 255.99457505978825
MAE for Neural Network: 195.92163624479338
Training time for Neural Network: 0.7071499824523926 seconds
Testing time for Neural Network: 0.0018200874328613281 seconds
RMSE for Neural Network: 0.21369980600543606
MAE for Neural Network: 0.1708453342871462
Training time for Neural Network: 0.6654901504516602 seconds
Testing time for Neural Network: 0.0030059814453125 seconds
RMSE for Neural Network: 0.3264271545434402
MAE for Neural Network: 0.24319679213842618
Training time for Neural Network: 0.7427561283111572 seconds
Testing time for Neural Network: 0.001577138900756836 seconds
RMSE for Neural Network: 256.3793837291961
MAE for Neural Network: 196.41916482275116
Training time for Neural Network: 0.6460568904876709 seconds
Testing time for Neural Network: 0.0008692741394042969 seconds
RMSE for Neural Network: 0.26435348559407135
MAE for Neural Network: 0.21641341265192834
Training time for Neural Network: 0.49571728706359863 seconds
Testing time for Neural Network: 0.0009737014770507812 seconds
RMSE for Neural Network: 0.2052942557242387
MAE for Neural Network: 0.1534592291424679
Training time for Neural Network: 0.5894279479980469 seconds
Testing time for Neural Network: 0.0015609264373779297 seconds
RMSE for Neural Network: 0.5134159269159431
MAE for Neural Network: 0.3972752731170804
Training time for Neural Network: 0.6688477993011475 seconds
Testing time for Neural Network: 0.0010051727294921875 seconds
RMSE for Neural Network: 0.4935691281574249
MAE for Neural Network: 0.3990938668987954
Training time for Neural Network: 0.6853640079498291 seconds
Testing time for Neural Network: 0.001497030258178711 seconds
RMSE for Neural Network: 256.6845849388601
MAE for Neural Network: 196.81339324028858
Training time for Neural Network: 0.6537809371948242 seconds
Testing time for Neural Network: 0.0019519329071044922 seconds
RMSE for Neural Network: 256.7091265632276
MAE for Neural Network: 196.84538319669883
Training time for Neural Network: 0.6915860176086426 seconds
Testing time for Neural Network: 0.0013728141784667969 seconds
RMSE for Neural Network: 258.1679357528359
MAE for Neural Network: 198.74408739854474
Training time for Neural Network: 0.6433718204498291 seconds
Testing time for Neural Network: 0.0017671585083007812 seconds
RMSE for Neural Network: 257.96637874735563
MAE for Neural Network: 198.48219514360514
Training time for Neural Network: 0.6690328121185303 seconds
Testing time for Neural Network: 0.0009522438049316406 seconds
RMSE for Neural Network: 0.21636513475999883
MAE for Neural Network: 0.1809094045051159
Training time for Neural Network: 0.5621130466461182 seconds
Testing time for Neural Network: 0.0009248256683349609 seconds
RMSE for Neural Network: 256.48118198895753
MAE for Neural Network: 196.55069426658534
Training time for Neural Network: 0.5341329574584961 seconds
Testing time for Neural Network: 0.0009794235229492188 seconds
RMSE for Neural Network: 0.2736047460105143
MAE for Neural Network: 0.2063423494311927
Training time for Neural Network: 0.5380940437316895 seconds
Testing time for Neural Network: 0.0014100074768066406 seconds
RMSE for Neural Network: 0.3058961028817451
MAE for Neural Network: 0.24693868683416081
Training time for Neural Network: 0.5198588371276855 seconds
Testing time for Neural Network: 0.0008320808410644531 seconds
RMSE for Neural Network: 256.68827304733736
MAE for Neural Network: 196.8181870280905
Training time for Neural Network: 1.1919128894805908 seconds
Testing time for Neural Network: 0.0013360977172851562 seconds
RMSE for Neural Network: 257.6692346199653
MAE for Neural Network: 198.0958447182543
Training time for Neural Network: 0.4621388912200928 seconds
Testing time for Neural Network: 0.0008339881896972656 seconds
RMSE for Neural Network: 256.07782457834
MAE for Neural Network: 196.02931632290492
Training time for Neural Network: 0.5163249969482422 seconds
Testing time for Neural Network: 0.0008800029754638672 seconds
RMSE for Neural Network: 256.5935993491391
MAE for Neural Network: 196.69590160041452
Training time for Neural Network: 0.6296472549438477 seconds
Testing time for Neural Network: 0.0009908676147460938 seconds
RMSE for Neural Network: 257.52457034345065
MAE for Neural Network: 197.90763895205978
Training time for Neural Network: 0.5535862445831299 seconds
Testing time for Neural Network: 0.0008766651153564453 seconds
RMSE for Neural Network: 0.2512498835808876
MAE for Neural Network: 0.1828582926078789
Training time for Neural Network: 0.5263941287994385 seconds
Testing time for Neural Network: 0.0009810924530029297 seconds
RMSE for Neural Network: 256.15038202869664
MAE for Neural Network: 196.1231464446502
Training time for Neural Network: 0.5964791774749756 seconds
Testing time for Neural Network: 0.0020399093627929688 seconds
RMSE for Neural Network: 0.2041679570997737
MAE for Neural Network: 0.16081583229159732
Training time for Neural Network: 0.5735809803009033 seconds
Testing time for Neural Network: 0.0008871555328369141 seconds
RMSE for Neural Network: 256.84678161572646
MAE for Neural Network: 197.02486759634346
Training time for Neural Network: 0.17222094535827637 seconds
Testing time for Neural Network: 0.0004763603210449219 seconds
RMSE for Neural Network: 258.26348463958067
MAE for Neural Network: 198.8681893194056
Training time for Neural Network: 0.5395462512969971 seconds
Testing time for Neural Network: 0.0009021759033203125 seconds
RMSE for Neural Network: 257.78807201767927
MAE for Neural Network: 198.25039545885454
Training time for Neural Network: 0.6072330474853516 seconds
Testing time for Neural Network: 0.0010249614715576172 seconds
RMSE for Neural Network: 0.20203330464764127
MAE for Neural Network: 0.1548767463438466
Training time for Neural Network: 0.5799400806427002 seconds
Testing time for Neural Network: 0.0013988018035888672 seconds
RMSE for Neural Network: 0.1806104063285724
MAE for Neural Network: 0.1465113330232458
Training time for Neural Network: 0.6257600784301758 seconds
Testing time for Neural Network: 0.0009241104125976562 seconds
RMSE for Neural Network: 0.23953874541098663
MAE for Neural Network: 0.1860038523246274
Training time for Neural Network: 0.5219871997833252 seconds
Testing time for Neural Network: 0.0007848739624023438 seconds
RMSE for Neural Network: 257.10360056201324
MAE for Neural Network: 197.35954663241216
Training time for Neural Network: 0.5569300651550293 seconds
Testing time for Neural Network: 0.000904083251953125 seconds
RMSE for Neural Network: 256.860651627796
MAE for Neural Network: 197.04294856618435
Training time for Neural Network: 0.5104568004608154 seconds
Testing time for Neural Network: 0.0008161067962646484 seconds
RMSE for Neural Network: 258.348021195806
MAE for Neural Network: 198.97796179674927
Training time for Neural Network: 0.46860814094543457 seconds
Testing time for Neural Network: 0.0008497238159179688 seconds
RMSE for Neural Network: 0.49653733573547054
MAE for Neural Network: 0.3569742631054678
Training time for Neural Network: 0.5547440052032471 seconds
Testing time for Neural Network: 0.0008289813995361328 seconds
RMSE for Neural Network: 257.4944468066278
MAE for Neural Network: 197.86843952801385
Training time for Neural Network: 0.6502699851989746 seconds
Testing time for Neural Network: 0.0014138221740722656 seconds
RMSE for Neural Network: 0.1503017486004367
MAE for Neural Network: 0.1207927911769842
Training time for Neural Network: 0.6352818012237549 seconds
Testing time for Neural Network: 0.001024007797241211 seconds
RMSE for Neural Network: 257.7403817876003
MAE for Neural Network: 198.18837914725972
Training time for Neural Network: 0.5765461921691895 seconds
Testing time for Neural Network: 0.0015270709991455078 seconds
RMSE for Neural Network: 257.10991966594196
MAE for Neural Network: 197.36777856485875
Training time for Neural Network: 0.6703031063079834 seconds
Testing time for Neural Network: 0.0013947486877441406 seconds
RMSE for Neural Network: 0.11160982074026388
MAE for Neural Network: 0.08268241579694681
Training time for Neural Network: 0.6444671154022217 seconds
Testing time for Neural Network: 0.0012891292572021484 seconds
RMSE for Neural Network: 257.53146875051664
MAE for Neural Network: 197.9166153252382
Training time for Neural Network: 0.5465807914733887 seconds
Testing time for Neural Network: 0.0014591217041015625 seconds
RMSE for Neural Network: 257.773964926924
MAE for Neural Network: 198.23205144261365
Training time for Neural Network: 0.7802121639251709 seconds
Testing time for Neural Network: 0.0014069080352783203 seconds
RMSE for Neural Network: 0.3274195866336507
MAE for Neural Network: 0.26161132404358634
Training time for Neural Network: 0.6535100936889648 seconds
Testing time for Neural Network: 0.0006990432739257812 seconds
RMSE for Neural Network: 0.2106913498344263
MAE for Neural Network: 0.16875575077498525
Training time for Neural Network: 0.5187499523162842 seconds
Testing time for Neural Network: 0.0008361339569091797 seconds
RMSE for Neural Network: 256.8659910787985
MAE for Neural Network: 197.0499089010026
Training time for Neural Network: 0.4284939765930176 seconds
Testing time for Neural Network: 0.0008299350738525391 seconds
RMSE for Neural Network: 2.1033915554318323
MAE for Neural Network: 1.7410436119788049
Training time for Neural Network: 1.248608112335205 seconds
Testing time for Neural Network: 0.0007050037384033203 seconds
RMSE for Neural Network: 0.1484630613276865
MAE for Neural Network: 0.12018598719925704
Training time for Neural Network: 0.558586835861206 seconds
Testing time for Neural Network: 0.0008900165557861328 seconds
RMSE for Neural Network: 257.1542887437887
MAE for Neural Network: 197.425574443444
Training time for Neural Network: 0.3709871768951416 seconds
Testing time for Neural Network: 0.0014121532440185547 seconds
RMSE for Neural Network: 255.9585329265296
MAE for Neural Network: 195.8750094372659
Training time for Neural Network: 0.5593719482421875 seconds
Testing time for Neural Network: 0.0026712417602539062 seconds
RMSE for Neural Network: 256.02421465257663
MAE for Neural Network: 195.9599767658991
Training time for Neural Network: 0.6136870384216309 seconds
Testing time for Neural Network: 0.0009047985076904297 seconds
RMSE for Neural Network: 256.35303111275306
MAE for Neural Network: 196.38510967831812
Training time for Neural Network: 1.1577057838439941 seconds
Testing time for Neural Network: 0.0012409687042236328 seconds
RMSE for Neural Network: 257.92144113471824
MAE for Neural Network: 198.4237864319948
Training time for Neural Network: 1.0506870746612549 seconds
Testing time for Neural Network: 0.0031099319458007812 seconds
RMSE for Neural Network: 256.42707866310235
MAE for Neural Network: 196.48079410404972
Training time for Neural Network: 0.24968314170837402 seconds
Testing time for Neural Network: 0.0006010532379150391 seconds
RMSE for Neural Network: 258.16508647124726
MAE for Neural Network: 198.74038617680748
Training time for Neural Network: 1.720207929611206 seconds
Testing time for Neural Network: 0.0019292831420898438 seconds
RMSE for Neural Network: 0.36061889858888313
MAE for Neural Network: 0.2887117183814345
Training time for Neural Network: 1.2529160976409912 seconds
Testing time for Neural Network: 0.0006949901580810547 seconds
RMSE for Neural Network: 0.2615246906578441
MAE for Neural Network: 0.20318791145630233
Training time for Neural Network: 0.833906888961792 seconds
Testing time for Neural Network: 0.003695249557495117 seconds
RMSE for Neural Network: 256.8239085905987
MAE for Neural Network: 196.99504879248158
Training time for Neural Network: 0.6721148490905762 seconds
Testing time for Neural Network: 0.001367807388305664 seconds
RMSE for Neural Network: 0.20447877865866934
MAE for Neural Network: 0.1704139510632455
Training time for Neural Network: 0.5789861679077148 seconds
Testing time for Neural Network: 0.0016818046569824219 seconds
RMSE for Neural Network: 0.38273911921278003
MAE for Neural Network: 0.311223027026214
Training time for Neural Network: 0.9289548397064209 seconds
Testing time for Neural Network: 0.0022509098052978516 seconds
RMSE for Neural Network: 258.0308186352349
MAE for Neural Network: 198.5659401573429
Training time for Neural Network: 0.9089999198913574 seconds
Testing time for Neural Network: 0.0008409023284912109 seconds
RMSE for Neural Network: 0.4437902914543446
MAE for Neural Network: 0.35386006162265315
Training time for Neural Network: 0.9567229747772217 seconds
Testing time for Neural Network: 0.001004934310913086 seconds
RMSE for Neural Network: 258.2212438978633
MAE for Neural Network: 198.81332959628196
Training time for Neural Network: 1.0226538181304932 seconds
Testing time for Neural Network: 0.0012710094451904297 seconds
RMSE for Neural Network: 256.73870143983595
MAE for Neural Network: 196.88395069688443
Training time for Neural Network: 2.2549591064453125 seconds
Testing time for Neural Network: 0.0021991729736328125 seconds
RMSE for Neural Network: 258.0868659545507
MAE for Neural Network: 198.63876661730018
Training time for Neural Network: 0.9875102043151855 seconds
Testing time for Neural Network: 0.0008840560913085938 seconds
RMSE for Neural Network: 257.087587145387
MAE for Neural Network: 197.33868523236123
Training time for Neural Network: 0.9785788059234619 seconds
Testing time for Neural Network: 0.0012900829315185547 seconds
RMSE for Neural Network: 0.3089729720463691
MAE for Neural Network: 0.2413748497039747
Training time for Neural Network: 1.4550540447235107 seconds
Testing time for Neural Network: 0.001394033432006836 seconds
RMSE for Neural Network: 256.22068515838043
MAE for Neural Network: 196.21404341950597
Training time for Neural Network: 1.1309058666229248 seconds
Testing time for Neural Network: 0.0006997585296630859 seconds
RMSE for Neural Network: 0.3135242942113246
MAE for Neural Network: 0.24575507008678507
Training time for Neural Network: 0.1221010684967041 seconds
Testing time for Neural Network: 0.0004570484161376953 seconds
RMSE for Neural Network: 0.40138415352574375
MAE for Neural Network: 0.31941102370807906
Training time for Neural Network: 0.18683481216430664 seconds
Testing time for Neural Network: 0.0005199909210205078 seconds
RMSE for Neural Network: 0.19501886346952194
MAE for Neural Network: 0.15792170958494112
Training time for Neural Network: 0.8988783359527588 seconds
Testing time for Neural Network: 0.0037679672241210938 seconds
RMSE for Neural Network: 0.44895242720625594
MAE for Neural Network: 0.3376651293189951
Training time for Neural Network: 0.9497988224029541 seconds
Testing time for Neural Network: 0.0009138584136962891 seconds
RMSE for Neural Network: 0.14170711989710819
MAE for Neural Network: 0.1066771411512838
Training time for Neural Network: 0.20359587669372559 seconds
Testing time for Neural Network: 0.0005609989166259766 seconds
RMSE for Neural Network: 0.2784392572746524
MAE for Neural Network: 0.21612941809853883
Training time for Neural Network: 0.7432188987731934 seconds
Testing time for Neural Network: 0.001809835433959961 seconds
RMSE for Neural Network: 0.4563413885002732
MAE for Neural Network: 0.35309845966224884
Training time for Neural Network: 0.8235640525817871 seconds
Testing time for Neural Network: 0.0008807182312011719 seconds
RMSE for Neural Network: 0.22202830578658952
MAE for Neural Network: 0.16048555032711867
Training time for Neural Network: 0.8400530815124512 seconds
Testing time for Neural Network: 0.0008158683776855469 seconds
RMSE for Neural Network: 257.67262738219273
MAE for Neural Network: 198.10025776621885
Training time for Neural Network: 0.7212991714477539 seconds
Testing time for Neural Network: 0.0006940364837646484 seconds
RMSE for Neural Network: 0.16447853099613602
MAE for Neural Network: 0.12909402186173957
Training time for Neural Network: 0.8326611518859863 seconds
Testing time for Neural Network: 0.0013668537139892578 seconds
RMSE for Neural Network: 256.5436871989126
MAE for Neural Network: 196.63143655539523
Training time for Neural Network: 0.8577179908752441 seconds
Testing time for Neural Network: 0.0009508132934570312 seconds
RMSE for Neural Network: 257.39690088298323
MAE for Neural Network: 197.74148226703545
Training time for Neural Network: 0.8002479076385498 seconds
Testing time for Neural Network: 0.0009090900421142578 seconds
RMSE for Neural Network: 0.2455411451934075
MAE for Neural Network: 0.1745063482913929
Training time for Neural Network: 0.8619401454925537 seconds
Testing time for Neural Network: 0.000701904296875 seconds
RMSE for Neural Network: 0.22962472852415686
MAE for Neural Network: 0.1788088137902938
Training time for Neural Network: 1.1103932857513428 seconds
Testing time for Neural Network: 0.0018377304077148438 seconds
RMSE for Neural Network: 0.20369501324935027
MAE for Neural Network: 0.1592561609052213
Training time for Neural Network: 1.3527650833129883 seconds
Testing time for Neural Network: 0.0006630420684814453 seconds
RMSE for Neural Network: 258.3064736470409
MAE for Neural Network: 198.92401452054358
Training time for Neural Network: 0.7840368747711182 seconds
Testing time for Neural Network: 0.004764080047607422 seconds
RMSE for Neural Network: 0.34474236270479924
MAE for Neural Network: 0.2712863247324488
Training time for Neural Network: 0.7742741107940674 seconds
Testing time for Neural Network: 0.0009160041809082031 seconds
RMSE for Neural Network: 0.10501984189463426
MAE for Neural Network: 0.0763737707084093
Training time for Neural Network: 0.6925609111785889 seconds
Testing time for Neural Network: 0.004955291748046875 seconds
RMSE for Neural Network: 0.30316023836098605
MAE for Neural Network: 0.23581639746125255
Training time for Neural Network: 1.0668809413909912 seconds
Testing time for Neural Network: 0.002653837203979492 seconds
RMSE for Neural Network: 255.84283592811616
MAE for Neural Network: 195.72933183579175
Training time for Neural Network: 1.3795270919799805 seconds
Testing time for Neural Network: 0.0016818046569824219 seconds
RMSE for Neural Network: 255.96243160899218
MAE for Neural Network: 195.88005328947386
Training time for Neural Network: 0.2850611209869385 seconds
Testing time for Neural Network: 0.0007867813110351562 seconds
RMSE for Neural Network: 0.9381733209328229
MAE for Neural Network: 0.7442886955946587
Training time for Neural Network: 1.0715670585632324 seconds
Testing time for Neural Network: 0.002597808837890625 seconds
RMSE for Neural Network: 256.6242625093976
MAE for Neural Network: 196.73550085982896
Training time for Neural Network: 0.8407928943634033 seconds
Testing time for Neural Network: 0.0008299350738525391 seconds
RMSE for Neural Network: 0.23214755025675096
MAE for Neural Network: 0.17818188527853618
Training time for Neural Network: 0.8204400539398193 seconds
Testing time for Neural Network: 0.0022118091583251953 seconds
RMSE for Neural Network: 0.4160221670218877
MAE for Neural Network: 0.3305565534719688
Training time for Neural Network: 1.0167138576507568 seconds
Testing time for Neural Network: 0.003584146499633789 seconds
RMSE for Neural Network: 0.23309433455144593
MAE for Neural Network: 0.178940852000253
Training time for Neural Network: 0.9789838790893555 seconds
Testing time for Neural Network: 0.0019791126251220703 seconds
RMSE for Neural Network: 258.00044681799596
MAE for Neural Network: 198.52647124070273
Training time for Neural Network: 0.8978838920593262 seconds
Testing time for Neural Network: 0.0008690357208251953 seconds
RMSE for Neural Network: 257.6803259665761
MAE for Neural Network: 198.11027135219646
Training time for Neural Network: 0.7334208488464355 seconds
Testing time for Neural Network: 0.0007810592651367188 seconds
RMSE for Neural Network: 0.2670766256783447
MAE for Neural Network: 0.21014401144127934
Training time for Neural Network: 0.9159078598022461 seconds
Testing time for Neural Network: 0.0021028518676757812 seconds
RMSE for Neural Network: 0.22579512918362035
MAE for Neural Network: 0.18311996972205055
Training time for Neural Network: 0.8002262115478516 seconds
Testing time for Neural Network: 0.0009138584136962891 seconds
RMSE for Neural Network: 258.36577116418505
MAE for Neural Network: 199.00100736997302
Training time for Neural Network: 0.7522141933441162 seconds
Testing time for Neural Network: 0.0008261203765869141 seconds
RMSE for Neural Network: 0.3264642334305371
MAE for Neural Network: 0.2664976343881211
Training time for Neural Network: 1.0558900833129883 seconds
Testing time for Neural Network: 0.00269317626953125 seconds
RMSE for Neural Network: 0.26195600805361413
MAE for Neural Network: 0.2156511688867597
Training time for Neural Network: 1.3358421325683594 seconds
Testing time for Neural Network: 0.0008478164672851562 seconds
RMSE for Neural Network: 256.94924561301366
MAE for Neural Network: 197.15842372593886
Training time for Neural Network: 0.6832780838012695 seconds
Testing time for Neural Network: 0.0009427070617675781 seconds
RMSE for Neural Network: 0.17625126334289148
MAE for Neural Network: 0.13017586656520225
Training time for Neural Network: 0.6469628810882568 seconds
Testing time for Neural Network: 0.0009002685546875 seconds
RMSE for Neural Network: 258.3640874876358
MAE for Neural Network: 198.9988214244464
Training time for Neural Network: 0.5930430889129639 seconds
Testing time for Neural Network: 0.0007951259613037109 seconds
RMSE for Neural Network: 257.9054345975298
MAE for Neural Network: 198.4029798665855
Training time for Neural Network: 0.5851171016693115 seconds
Testing time for Neural Network: 0.0008988380432128906 seconds
RMSE for Neural Network: 256.4454636451974
MAE for Neural Network: 196.50454821051787
Training time for Neural Network: 0.5504031181335449 seconds
Testing time for Neural Network: 0.0006830692291259766 seconds
RMSE for Neural Network: 257.47677857781923
MAE for Neural Network: 197.84544657841218
Training time for Neural Network: 0.6451268196105957 seconds
Testing time for Neural Network: 0.0007810592651367188 seconds
RMSE for Neural Network: 257.89449092810156
MAE for Neural Network: 198.3887539052168
Training time for Neural Network: 0.7231369018554688 seconds
Testing time for Neural Network: 0.00469517707824707 seconds
RMSE for Neural Network: 0.3064446398078459
MAE for Neural Network: 0.24441192676890147
Training time for Neural Network: 0.6232080459594727 seconds
Testing time for Neural Network: 0.0008730888366699219 seconds
RMSE for Neural Network: 257.7826463892124
MAE for Neural Network: 198.24334037849982
Training time for Neural Network: 0.7389850616455078 seconds
Testing time for Neural Network: 0.0009160041809082031 seconds
RMSE for Neural Network: 256.56571457081634
MAE for Neural Network: 196.65988753752558
Training time for Neural Network: 0.8107888698577881 seconds
Testing time for Neural Network: 0.0008089542388916016 seconds
RMSE for Neural Network: 0.17921086210488438
MAE for Neural Network: 0.13785020696972256
Training time for Neural Network: 0.6105618476867676 seconds
Testing time for Neural Network: 0.0006351470947265625 seconds
RMSE for Neural Network: 0.24442741275758226
MAE for Neural Network: 0.19303994566804367
Training time for Neural Network: 0.704416036605835 seconds
Testing time for Neural Network: 0.002260923385620117 seconds
RMSE for Neural Network: 256.6902566134222
MAE for Neural Network: 196.82077396775102
Training time for Neural Network: 0.633220911026001 seconds
Testing time for Neural Network: 0.0009479522705078125 seconds
RMSE for Neural Network: 0.41565846505329856
MAE for Neural Network: 0.33115903593503826
Training time for Neural Network: 0.6621267795562744 seconds
Testing time for Neural Network: 0.0013611316680908203 seconds
RMSE for Neural Network: 0.21113166505875014
MAE for Neural Network: 0.15995782715796833
Training time for Neural Network: 0.7231979370117188 seconds
Testing time for Neural Network: 0.0006840229034423828 seconds
RMSE for Neural Network: 0.4314967437835165
MAE for Neural Network: 0.33410012000516737
Training time for Neural Network: 1.260401964187622 seconds
Testing time for Neural Network: 0.0033767223358154297 seconds
RMSE for Neural Network: 0.5409944584879894
MAE for Neural Network: 0.43974504393497144
Training time for Neural Network: 1.222930908203125 seconds
Testing time for Neural Network: 0.0056378841400146484 seconds
RMSE for Neural Network: 256.7037054751191
MAE for Neural Network: 196.8383134190513
Training time for Neural Network: 0.9133269786834717 seconds
Testing time for Neural Network: 0.0006191730499267578 seconds
RMSE for Neural Network: 257.20925801765884
MAE for Neural Network: 197.49716867589422
Training time for Neural Network: 0.843325138092041 seconds
Testing time for Neural Network: 0.0017230510711669922 seconds
RMSE for Neural Network: 0.4625639070752272
MAE for Neural Network: 0.3666411828000551
Training time for Neural Network: 1.4649431705474854 seconds
Testing time for Neural Network: 0.0011279582977294922 seconds
RMSE for Neural Network: 0.18198948535559545
MAE for Neural Network: 0.1443096668576791
Training time for Neural Network: 0.8356518745422363 seconds
Testing time for Neural Network: 0.003438234329223633 seconds
RMSE for Neural Network: 257.37035794349646
MAE for Neural Network: 197.70693051323084
Training time for Neural Network: 0.9633948802947998 seconds
Testing time for Neural Network: 0.0036199092864990234 seconds
RMSE for Neural Network: 258.4394816284181
MAE for Neural Network: 199.09669733414827
Training time for Neural Network: 0.8411109447479248 seconds
Testing time for Neural Network: 0.002438068389892578 seconds
RMSE for Neural Network: 0.337774064553778
MAE for Neural Network: 0.2792020672037914
Training time for Neural Network: 0.8598148822784424 seconds
Testing time for Neural Network: 0.0008721351623535156 seconds
RMSE for Neural Network: 13.279780781152098
MAE for Neural Network: 10.532407940948895
Training time for Neural Network: 0.6822988986968994 seconds
Testing time for Neural Network: 0.0007998943328857422 seconds
RMSE for Neural Network: 0.34640552521945034
MAE for Neural Network: 0.27345112410345757
Training time for Neural Network: 0.871013879776001 seconds
Testing time for Neural Network: 0.003206014633178711 seconds
RMSE for Neural Network: 256.56543009646373
MAE for Neural Network: 196.65952011584858
Training time for Neural Network: 0.7927420139312744 seconds
Testing time for Neural Network: 0.0007877349853515625 seconds
RMSE for Neural Network: 0.26455785619553085
MAE for Neural Network: 0.20485571393891056
Training time for Neural Network: 0.6253080368041992 seconds
Testing time for Neural Network: 0.0007648468017578125 seconds
RMSE for Neural Network: 0.2938786546535814
MAE for Neural Network: 0.24525853432554232
Training time for Neural Network: 0.5822610855102539 seconds
Testing time for Neural Network: 0.002286195755004883 seconds
RMSE for Neural Network: 257.9177912291859
MAE for Neural Network: 198.419042073945
Training time for Neural Network: 0.8143680095672607 seconds
Testing time for Neural Network: 0.0008280277252197266 seconds
RMSE for Neural Network: 258.10677791811605
MAE for Neural Network: 198.66463709546215
Training time for Neural Network: 0.7179460525512695 seconds
Testing time for Neural Network: 0.0007729530334472656 seconds
RMSE for Neural Network: 258.4776649965628
MAE for Neural Network: 199.14625913402276
Training time for Neural Network: 0.6780710220336914 seconds
Testing time for Neural Network: 0.0009279251098632812 seconds
RMSE for Neural Network: 258.303183101063
MAE for Neural Network: 198.91974166769185
Training time for Neural Network: 0.7578332424163818 seconds
Testing time for Neural Network: 0.0023849010467529297 seconds
RMSE for Neural Network: 256.7398926116075
MAE for Neural Network: 196.88550399463068
Training time for Neural Network: 0.6841771602630615 seconds
Testing time for Neural Network: 0.002566814422607422 seconds
RMSE for Neural Network: 256.6483873489077
MAE for Neural Network: 196.76665401662342
Training time for Neural Network: 0.5650510787963867 seconds
Testing time for Neural Network: 0.0021829605102539062 seconds
RMSE for Neural Network: 0.4432109999435557
MAE for Neural Network: 0.3452634976112796
Training time for Neural Network: 0.5800330638885498 seconds
Testing time for Neural Network: 0.0008800029754638672 seconds
RMSE for Neural Network: 0.2285853180574527
MAE for Neural Network: 0.18171150902316666
Training time for Neural Network: 0.767690896987915 seconds
Testing time for Neural Network: 0.002869129180908203 seconds
RMSE for Neural Network: 0.2256326489635908
MAE for Neural Network: 0.17934305563884329
Training time for Neural Network: 6.081701993942261 seconds
Testing time for Neural Network: 0.007914304733276367 seconds
RMSE for Neural Network: 257.4638752546734
MAE for Neural Network: 197.82865385518355
Training time for Neural Network: 1.0844719409942627 seconds
Testing time for Neural Network: 0.0008180141448974609 seconds
RMSE for Neural Network: 0.37192077577804744
MAE for Neural Network: 0.28534317632162853
Training time for Neural Network: 1.3486030101776123 seconds
Testing time for Neural Network: 0.0007638931274414062 seconds
RMSE for Neural Network: 258.21336676763025
MAE for Neural Network: 198.80309857362573
Training time for Neural Network: 1.6755788326263428 seconds
Testing time for Neural Network: 0.002196788787841797 seconds
RMSE for Neural Network: 0.14407435925107756
MAE for Neural Network: 0.11233617086056995
Training time for Neural Network: 1.0251598358154297 seconds
Testing time for Neural Network: 0.010625839233398438 seconds
RMSE for Neural Network: 258.27863762301064
MAE for Neural Network: 198.88786759729322
Training time for Neural Network: 1.0515470504760742 seconds
Testing time for Neural Network: 0.0009610652923583984 seconds
RMSE for Neural Network: 257.2899618267523
MAE for Neural Network: 197.6022613276772
Training time for Neural Network: 1.2039508819580078 seconds
Testing time for Neural Network: 0.0045108795166015625 seconds
RMSE for Neural Network: 257.6748001547125
MAE for Neural Network: 198.1030839229188
Training time for Neural Network: 1.19899582862854 seconds
Testing time for Neural Network: 0.004494190216064453 seconds
RMSE for Neural Network: 0.2633184284035999
MAE for Neural Network: 0.20266169899390468
Training time for Neural Network: 1.1513619422912598 seconds
Testing time for Neural Network: 0.0008649826049804688 seconds
RMSE for Neural Network: 0.24286834414542555
MAE for Neural Network: 0.1970531599888647
Training time for Neural Network: 1.184372901916504 seconds
Testing time for Neural Network: 0.0013272762298583984 seconds
RMSE for Neural Network: 256.2093951383986
MAE for Neural Network: 196.19944740821535
Training time for Neural Network: 2.4826319217681885 seconds
Testing time for Neural Network: 0.0006988048553466797 seconds
RMSE for Neural Network: 0.17398023827994258
MAE for Neural Network: 0.13543427415384898
Training time for Neural Network: 0.8031599521636963 seconds
Testing time for Neural Network: 0.0008680820465087891 seconds
RMSE for Neural Network: 258.23583176413854
MAE for Neural Network: 198.83227613221266
Training time for Neural Network: 0.8139221668243408 seconds
Testing time for Neural Network: 0.0017459392547607422 seconds
RMSE for Neural Network: 0.2950385445489355
MAE for Neural Network: 0.2403573199926032
Training time for Neural Network: 0.9546701908111572 seconds
Testing time for Neural Network: 0.0008189678192138672 seconds
RMSE for Neural Network: 258.42889661855565
MAE for Neural Network: 199.0829571622948
Training time for Neural Network: 0.7999460697174072 seconds
Testing time for Neural Network: 0.0012598037719726562 seconds
RMSE for Neural Network: 0.2340739829650746
MAE for Neural Network: 0.1798334169252255
Training time for Neural Network: 1.7232351303100586 seconds
Testing time for Neural Network: 0.0009169578552246094 seconds
RMSE for Neural Network: 258.14555219021565
MAE for Neural Network: 198.71501035551225
Training time for Neural Network: 0.8968150615692139 seconds
Testing time for Neural Network: 0.0014798641204833984 seconds
RMSE for Neural Network: 0.20333054999543054
MAE for Neural Network: 0.1532682276908683
Training time for Neural Network: 0.8898830413818359 seconds
Testing time for Neural Network: 0.0006289482116699219 seconds
RMSE for Neural Network: 256.21078896708406
MAE for Neural Network: 196.20124940824653
Training time for Neural Network: 1.0717518329620361 seconds
Testing time for Neural Network: 0.005990028381347656 seconds
RMSE for Neural Network: 257.18471063166993
MAE for Neural Network: 197.46519847227717
Training time for Neural Network: 0.9134500026702881 seconds
Testing time for Neural Network: 0.005140066146850586 seconds
RMSE for Neural Network: 0.2271574664843796
MAE for Neural Network: 0.181387578654218
Training time for Neural Network: 0.6705589294433594 seconds
Testing time for Neural Network: 0.0008089542388916016 seconds
RMSE for Neural Network: 256.72569639626926
MAE for Neural Network: 196.8669916851208
Training time for Neural Network: 0.9032609462738037 seconds
Testing time for Neural Network: 0.0009379386901855469 seconds
RMSE for Neural Network: 0.16384390188317516
MAE for Neural Network: 0.13128787503647288
Training time for Neural Network: 0.7090890407562256 seconds
Testing time for Neural Network: 0.002798795700073242 seconds
RMSE for Neural Network: 257.7260776144946
MAE for Neural Network: 198.16977647348878
Training time for Neural Network: 1.2582218647003174 seconds
Testing time for Neural Network: 0.004628896713256836 seconds
RMSE for Neural Network: 0.5686502786859435
MAE for Neural Network: 0.4594909685698475
Training time for Neural Network: 0.704514741897583 seconds
Testing time for Neural Network: 0.0008530616760253906 seconds
RMSE for Neural Network: 0.2845396752627948
MAE for Neural Network: 0.20189103704746586
Training time for Neural Network: 0.9424278736114502 seconds
Testing time for Neural Network: 0.0006680488586425781 seconds
RMSE for Neural Network: 257.3300446310016
MAE for Neural Network: 197.65444870984626
Training time for Neural Network: 1.3800139427185059 seconds
Testing time for Neural Network: 0.008980035781860352 seconds
RMSE for Neural Network: 0.22586170832200483
MAE for Neural Network: 0.17820343720529666
Training time for Neural Network: 1.0802648067474365 seconds
Testing time for Neural Network: 0.002366304397583008 seconds
RMSE for Neural Network: 257.69399257477335
MAE for Neural Network: 198.12804706584913
Training time for Neural Network: 0.7711141109466553 seconds
Testing time for Neural Network: 0.001973867416381836 seconds
RMSE for Neural Network: 0.22687848225142082
MAE for Neural Network: 0.17768238176529433
Training time for Neural Network: 0.7539901733398438 seconds
Testing time for Neural Network: 0.0009319782257080078 seconds
RMSE for Neural Network: 0.41531238713466756
MAE for Neural Network: 0.3478828279466596
Training time for Neural Network: 0.81060791015625 seconds
Testing time for Neural Network: 0.0006682872772216797 seconds
RMSE for Neural Network: 257.07549619755264
MAE for Neural Network: 197.32293320903656
Training time for Neural Network: 0.8456299304962158 seconds
Testing time for Neural Network: 0.003942251205444336 seconds
RMSE for Neural Network: 256.1499276215848
MAE for Neural Network: 196.12255887112715
Training time for Neural Network: 0.9202549457550049 seconds
Testing time for Neural Network: 0.0008630752563476562 seconds
RMSE for Neural Network: 257.3676813497509
MAE for Neural Network: 197.7034461721568
Training time for Neural Network: 0.9370460510253906 seconds
Testing time for Neural Network: 0.0021970272064208984 seconds
RMSE for Neural Network: 0.20359778264698453
MAE for Neural Network: 0.1545189410862347
Training time for Neural Network: 0.1843881607055664 seconds
Testing time for Neural Network: 0.0005550384521484375 seconds
RMSE for Neural Network: 0.2778746462690013
MAE for Neural Network: 0.22220979767938545
Training time for Neural Network: 0.8698737621307373 seconds
Testing time for Neural Network: 0.0008311271667480469 seconds
RMSE for Neural Network: 0.2873517663654075
MAE for Neural Network: 0.2259884470535702
Training time for Neural Network: 1.0437910556793213 seconds
Testing time for Neural Network: 0.000926971435546875 seconds
RMSE for Neural Network: 0.11553950863350698
MAE for Neural Network: 0.08695175510609737
Training time for Neural Network: 0.8279058933258057 seconds
Testing time for Neural Network: 0.0008149147033691406 seconds
RMSE for Neural Network: 0.31675384929819156
MAE for Neural Network: 0.24446199379798575
Training time for Neural Network: 0.6430301666259766 seconds
Testing time for Neural Network: 0.0007967948913574219 seconds
RMSE for Neural Network: 256.13854330392303
MAE for Neural Network: 196.10783807870695
Training time for Neural Network: 0.9742043018341064 seconds
Testing time for Neural Network: 0.0023109912872314453 seconds
RMSE for Neural Network: 0.28064312644022116
MAE for Neural Network: 0.22948881246897684
Training time for Neural Network: 0.8362510204315186 seconds
Testing time for Neural Network: 0.000659942626953125 seconds
RMSE for Neural Network: 0.15748948512535352
MAE for Neural Network: 0.11886310405279184
Training time for Neural Network: 0.5928308963775635 seconds
Testing time for Neural Network: 0.0015292167663574219 seconds
RMSE for Neural Network: 6.603445453515232
MAE for Neural Network: 5.32458661401438
Training time for Neural Network: 0.8853950500488281 seconds
Testing time for Neural Network: 0.004395008087158203 seconds
RMSE for Neural Network: 257.1778749848065
MAE for Neural Network: 197.45629543446003
Training time for Neural Network: 0.8328723907470703 seconds
Testing time for Neural Network: 0.0011289119720458984 seconds
RMSE for Neural Network: 258.24472141370387
MAE for Neural Network: 198.84382153600228
Training time for Neural Network: 0.5455217361450195 seconds
Testing time for Neural Network: 0.0007193088531494141 seconds
RMSE for Neural Network: 0.37200283003114926
MAE for Neural Network: 0.31363140234593745
Training time for Neural Network: 0.7649731636047363 seconds
Testing time for Neural Network: 0.0007519721984863281 seconds
RMSE for Neural Network: 256.60477346648884
MAE for Neural Network: 196.71033255137067
Training time for Neural Network: 1.169076919555664 seconds
Testing time for Neural Network: 0.0007810592651367188 seconds
RMSE for Neural Network: 0.6396407614067301
MAE for Neural Network: 0.49773023818378576
Training time for Neural Network: 0.9572451114654541 seconds
Testing time for Neural Network: 0.0030488967895507812 seconds
RMSE for Neural Network: 256.82467970144535
MAE for Neural Network: 196.99605409436506
Training time for Neural Network: 0.6189451217651367 seconds
Testing time for Neural Network: 0.00078582763671875 seconds
RMSE for Neural Network: 256.31705920011206
MAE for Neural Network: 196.33861966337267
Training time for Neural Network: 0.770740270614624 seconds
Testing time for Neural Network: 0.0016720294952392578 seconds
RMSE for Neural Network: 0.4623809212025203
MAE for Neural Network: 0.3609500312565998
Training time for Neural Network: 0.8048887252807617 seconds
Testing time for Neural Network: 0.0008609294891357422 seconds
RMSE for Neural Network: 0.13673440509148796
MAE for Neural Network: 0.10360165279073351
Training time for Neural Network: 0.8357338905334473 seconds
Testing time for Neural Network: 0.0008404254913330078 seconds
RMSE for Neural Network: 0.16235733082743992
MAE for Neural Network: 0.13113005706694664
Training time for Neural Network: 1.0139119625091553 seconds
Testing time for Neural Network: 0.0008802413940429688 seconds
RMSE for Neural Network: 257.0973234496549
MAE for Neural Network: 197.35136926298853
Training time for Neural Network: 0.8705670833587646 seconds
Testing time for Neural Network: 0.0008769035339355469 seconds
RMSE for Neural Network: 256.9439422216493
MAE for Neural Network: 197.15151196326707
Training time for Neural Network: 0.7588317394256592 seconds
Testing time for Neural Network: 0.0014519691467285156 seconds
RMSE for Neural Network: 257.4892744493483
MAE for Neural Network: 197.8617084770366
Training time for Neural Network: 0.812180757522583 seconds
Testing time for Neural Network: 0.0009090900421142578 seconds
RMSE for Neural Network: 0.18954419036267073
MAE for Neural Network: 0.15067284282535462
Training time for Neural Network: 0.8177342414855957 seconds
Testing time for Neural Network: 0.0030851364135742188 seconds
RMSE for Neural Network: 257.24017167110685
MAE for Neural Network: 197.53742720401243
Training time for Neural Network: 0.7700090408325195 seconds
Testing time for Neural Network: 0.0009217262268066406 seconds
RMSE for Neural Network: 0.3704541084041796
MAE for Neural Network: 0.29417434492376354
Training time for Neural Network: 0.900972843170166 seconds
Testing time for Neural Network: 0.0031080245971679688 seconds
RMSE for Neural Network: 256.88209216747697
MAE for Neural Network: 197.07089714450515
Training time for Neural Network: 0.7693891525268555 seconds
Testing time for Neural Network: 0.002330780029296875 seconds
RMSE for Neural Network: 0.21658760820564182
MAE for Neural Network: 0.1760313855999793
Training time for Neural Network: 0.78342604637146 seconds
Testing time for Neural Network: 0.0014019012451171875 seconds
RMSE for Neural Network: 256.8541803723304
MAE for Neural Network: 197.0345127122191
Training time for Neural Network: 0.7684028148651123 seconds
Testing time for Neural Network: 0.001428842544555664 seconds
RMSE for Neural Network: 0.17871714661063576
MAE for Neural Network: 0.14260755556045399
Training time for Neural Network: 0.6350457668304443 seconds
Testing time for Neural Network: 0.0008280277252197266 seconds
RMSE for Neural Network: 0.4559311262870276
MAE for Neural Network: 0.3691771214460591
Training time for Neural Network: 0.9609980583190918 seconds
Testing time for Neural Network: 0.0006988048553466797 seconds
RMSE for Neural Network: 256.0098226609577
MAE for Neural Network: 195.94136028757939
Training time for Neural Network: 0.9664709568023682 seconds
Testing time for Neural Network: 0.0016298294067382812 seconds
RMSE for Neural Network: 256.5786027145093
MAE for Neural Network: 196.67653331944265
Training time for Neural Network: 1.4156968593597412 seconds
Testing time for Neural Network: 0.0036039352416992188 seconds
RMSE for Neural Network: 0.13500378343537928
MAE for Neural Network: 0.10360620662534153
Training time for Neural Network: 0.8309931755065918 seconds
Testing time for Neural Network: 0.0008530616760253906 seconds
RMSE for Neural Network: 256.04844920172974
MAE for Neural Network: 195.99132321932169
Training time for Neural Network: 0.8746256828308105 seconds
Testing time for Neural Network: 0.0013172626495361328 seconds
RMSE for Neural Network: 0.24763544509545282
MAE for Neural Network: 0.1947256631159883
Training time for Neural Network: 0.8094160556793213 seconds
Testing time for Neural Network: 0.0011587142944335938 seconds
RMSE for Neural Network: 257.9855712372696
MAE for Neural Network: 198.50713889334136
Training time for Neural Network: 0.7309842109680176 seconds
Testing time for Neural Network: 0.0008399486541748047 seconds
RMSE for Neural Network: 0.47785796861516816
MAE for Neural Network: 0.37417814273394273
Training time for Neural Network: 0.8445560932159424 seconds
Testing time for Neural Network: 0.0012497901916503906 seconds
RMSE for Neural Network: 255.8375229478482
MAE for Neural Network: 195.722733784098
Training time for Neural Network: 1.0102248191833496 seconds
Testing time for Neural Network: 0.006425142288208008 seconds
RMSE for Neural Network: 0.18969281788510303
MAE for Neural Network: 0.15094845553219066
Training time for Neural Network: 0.9065661430358887 seconds
Testing time for Neural Network: 0.0006988048553466797 seconds
RMSE for Neural Network: 0.15766146910592968
MAE for Neural Network: 0.11361486722559491
Training time for Neural Network: 0.7343747615814209 seconds
Testing time for Neural Network: 0.0013849735260009766 seconds
RMSE for Neural Network: 257.3193021552802
MAE for Neural Network: 197.6404626757394
Training time for Neural Network: 0.7560248374938965 seconds
Testing time for Neural Network: 0.0006928443908691406 seconds
RMSE for Neural Network: 258.09120248370965
MAE for Neural Network: 198.64440093918387
Training time for Neural Network: 0.6595048904418945 seconds
Testing time for Neural Network: 0.0008373260498046875 seconds
RMSE for Neural Network: 0.8411449369460918
MAE for Neural Network: 0.6437596779794755
Training time for Neural Network: 0.6888101100921631 seconds
Testing time for Neural Network: 0.006345033645629883 seconds
RMSE for Neural Network: 255.87193233370155
MAE for Neural Network: 195.7654641812583
Training time for Neural Network: 0.8190836906433105 seconds
Testing time for Neural Network: 0.003198385238647461 seconds
RMSE for Neural Network: 0.38076830119121646
MAE for Neural Network: 0.30280593576838316
Training time for Neural Network: 0.7868549823760986 seconds
Testing time for Neural Network: 0.0009458065032958984 seconds
RMSE for Neural Network: 0.17590265422819024
MAE for Neural Network: 0.14046211891235783
Training time for Neural Network: 0.9458141326904297 seconds
Testing time for Neural Network: 0.001035928726196289 seconds
RMSE for Neural Network: 0.36253687268844503
MAE for Neural Network: 0.28543523627743206
Training time for Neural Network: 0.9921050071716309 seconds
Testing time for Neural Network: 0.002206087112426758 seconds
RMSE for Neural Network: 0.25760663518225224
MAE for Neural Network: 0.20255858857159295
Training time for Neural Network: 0.7824008464813232 seconds
Testing time for Neural Network: 0.0013761520385742188 seconds
RMSE for Neural Network: 0.11076923614535715
MAE for Neural Network: 0.08859565894684351
Training time for Neural Network: 0.6819770336151123 seconds
Testing time for Neural Network: 0.0022840499877929688 seconds
RMSE for Neural Network: 257.8749551652493
MAE for Neural Network: 198.36335782215247
Training time for Neural Network: 0.818748950958252 seconds
Testing time for Neural Network: 0.002456188201904297 seconds
RMSE for Neural Network: 256.58372940556205
MAE for Neural Network: 196.6831545738525
Training time for Neural Network: 1.6725058555603027 seconds
Testing time for Neural Network: 0.0008680820465087891 seconds
RMSE for Neural Network: 256.4187089392992
MAE for Neural Network: 196.46997970107765
Training time for Neural Network: 0.7494678497314453 seconds
Testing time for Neural Network: 0.0010190010070800781 seconds
RMSE for Neural Network: 0.658230649115002
MAE for Neural Network: 0.5422253570056866
Training time for Neural Network: 0.7211508750915527 seconds
Testing time for Neural Network: 0.0008490085601806641 seconds
RMSE for Neural Network: 258.18561202665404
MAE for Neural Network: 198.76704828159498
Training time for Neural Network: 1.443498134613037 seconds
Testing time for Neural Network: 0.0031366348266601562 seconds
RMSE for Neural Network: 256.55051042695294
MAE for Neural Network: 196.64024975285622
Training time for Neural Network: 0.8728458881378174 seconds
Testing time for Neural Network: 0.002886056900024414 seconds
RMSE for Neural Network: 256.24353406339503
MAE for Neural Network: 196.24481124557917
Training time for Neural Network: 0.7919888496398926 seconds
Testing time for Neural Network: 0.001772165298461914 seconds
RMSE for Neural Network: 0.22018526286037882
MAE for Neural Network: 0.16483329958208506
Training time for Neural Network: 0.9003548622131348 seconds
Testing time for Neural Network: 0.0009210109710693359 seconds
RMSE for Neural Network: 257.17721628751855
MAE for Neural Network: 197.45543751033313
Training time for Neural Network: 0.7381038665771484 seconds
Testing time for Neural Network: 0.0008749961853027344 seconds
RMSE for Neural Network: 257.9550812495265
MAE for Neural Network: 198.46751161701457
Training time for Neural Network: 0.780487060546875 seconds
Testing time for Neural Network: 0.0009388923645019531 seconds
RMSE for Neural Network: 257.4114533327359
MAE for Neural Network: 197.7604245845747
Training time for Neural Network: 0.78977370262146 seconds
Testing time for Neural Network: 0.002103090286254883 seconds
RMSE for Neural Network: 257.1496325097594
MAE for Neural Network: 197.41950948400284
Training time for Neural Network: 0.9807040691375732 seconds
Testing time for Neural Network: 0.0008790493011474609 seconds
RMSE for Neural Network: 0.29601428884454745
MAE for Neural Network: 0.2336758282487154
Training time for Neural Network: 0.7977817058563232 seconds
Testing time for Neural Network: 0.000904083251953125 seconds
RMSE for Neural Network: 0.35321016603966093
MAE for Neural Network: 0.2807437964366181
Training time for Neural Network: 0.7781929969787598 seconds
Testing time for Neural Network: 0.0006692409515380859 seconds
RMSE for Neural Network: 258.0594214811304
MAE for Neural Network: 198.60310732759376
Training time for Neural Network: 0.6082451343536377 seconds
Testing time for Neural Network: 0.0006539821624755859 seconds
RMSE for Neural Network: 0.4833749590318766
MAE for Neural Network: 0.37195415662973164
Training time for Neural Network: 0.743762731552124 seconds
Testing time for Neural Network: 0.0010957717895507812 seconds
RMSE for Neural Network: 256.8852015356051
MAE for Neural Network: 197.07495019151588
Training time for Neural Network: 0.6390209197998047 seconds
Testing time for Neural Network: 0.0008761882781982422 seconds
RMSE for Neural Network: 8.338922615026586
MAE for Neural Network: 6.3108085338069815
Training time for Neural Network: 1.2277109622955322 seconds
Testing time for Neural Network: 0.0009248256683349609 seconds
RMSE for Neural Network: 0.26668126035712664
MAE for Neural Network: 0.2152277987781191
Training time for Neural Network: 0.8305478096008301 seconds
Testing time for Neural Network: 0.0015120506286621094 seconds
RMSE for Neural Network: 0.24358862514513255
MAE for Neural Network: 0.19839977537168985
Training time for Neural Network: 1.3399760723114014 seconds
Testing time for Neural Network: 0.0007078647613525391 seconds
RMSE for Neural Network: 257.3459266036754
MAE for Neural Network: 197.67512530539673
Training time for Neural Network: 0.822415828704834 seconds
Testing time for Neural Network: 0.0008740425109863281 seconds
RMSE for Neural Network: 0.17485372108346084
MAE for Neural Network: 0.13840032408355438
Training time for Neural Network: 0.832496166229248 seconds
Testing time for Neural Network: 0.004619121551513672 seconds
RMSE for Neural Network: 0.22390725057908803
MAE for Neural Network: 0.17502663726255527
Training time for Neural Network: 0.9004800319671631 seconds
Testing time for Neural Network: 0.0008261203765869141 seconds
RMSE for Neural Network: 0.16845910427706098
MAE for Neural Network: 0.12163307698636487
Training time for Neural Network: 1.137895107269287 seconds
Testing time for Neural Network: 0.002438068389892578 seconds
RMSE for Neural Network: 256.67693972996034
MAE for Neural Network: 196.80352194235635
Training time for Neural Network: 1.0748679637908936 seconds
Testing time for Neural Network: 0.0012669563293457031 seconds
RMSE for Neural Network: 0.21619269561655538
MAE for Neural Network: 0.15675240072141744
Training time for Neural Network: 1.0639369487762451 seconds
Testing time for Neural Network: 0.0008690357208251953 seconds
RMSE for Neural Network: 257.48285930887084
MAE for Neural Network: 197.85335999894406
Training time for Neural Network: 0.753852128982544 seconds
Testing time for Neural Network: 0.000705718994140625 seconds
RMSE for Neural Network: 0.20263693635546887
MAE for Neural Network: 0.16217725129376817
Training time for Neural Network: 0.9717159271240234 seconds
Testing time for Neural Network: 0.004408836364746094 seconds
RMSE for Neural Network: 0.2126730959022881
MAE for Neural Network: 0.15865126703443141
Training time for Neural Network: 0.7342100143432617 seconds
Testing time for Neural Network: 0.0006301403045654297 seconds
RMSE for Neural Network: 9.932707267220358
MAE for Neural Network: 7.809090448805126
Training time for Neural Network: 0.755446195602417 seconds
Testing time for Neural Network: 0.0014748573303222656 seconds
RMSE for Neural Network: 0.12744932311645188
MAE for Neural Network: 0.10161419218592807
Training time for Neural Network: 0.9366388320922852 seconds
Testing time for Neural Network: 0.0008399486541748047 seconds
RMSE for Neural Network: 0.24726514868576038
MAE for Neural Network: 0.20342624206861995
Training time for Neural Network: 1.0017881393432617 seconds
Testing time for Neural Network: 0.004866123199462891 seconds
RMSE for Neural Network: 0.2118815565873219
MAE for Neural Network: 0.16956496278894165
Training time for Neural Network: 0.870236873626709 seconds
Testing time for Neural Network: 0.001280069351196289 seconds
RMSE for Neural Network: 0.15760208089448455
MAE for Neural Network: 0.12251011426803274
Training time for Neural Network: 0.7766199111938477 seconds
Testing time for Neural Network: 0.0016219615936279297 seconds
RMSE for Neural Network: 256.248254438891
MAE for Neural Network: 196.24968374711625
Training time for Neural Network: 0.7897579669952393 seconds
Testing time for Neural Network: 0.0007841587066650391 seconds
RMSE for Neural Network: 255.95751485067362
MAE for Neural Network: 195.87369231049067
Training time for Neural Network: 0.9686930179595947 seconds
Testing time for Neural Network: 0.0008962154388427734 seconds
RMSE for Neural Network: 257.9030744730421
MAE for Neural Network: 198.39991191441467
Training time for Neural Network: 1.8234899044036865 seconds
Testing time for Neural Network: 0.002723217010498047 seconds
RMSE for Neural Network: 257.9938526683905
MAE for Neural Network: 198.51790155973137
Training time for Neural Network: 0.9247770309448242 seconds
Testing time for Neural Network: 0.0007028579711914062 seconds
RMSE for Neural Network: 257.2592806421112
MAE for Neural Network: 197.56231093378244
Training time for Neural Network: 1.3904552459716797 seconds
Testing time for Neural Network: 0.0008718967437744141 seconds
RMSE for Neural Network: 0.24038666712744847
MAE for Neural Network: 0.1958458298324453
Training time for Neural Network: 0.9871013164520264 seconds
Testing time for Neural Network: 0.0009148120880126953 seconds
RMSE for Neural Network: 256.39461128532355
MAE for Neural Network: 196.43884207292197
Training time for Neural Network: 0.767848014831543 seconds
Testing time for Neural Network: 0.0017080307006835938 seconds
RMSE for Neural Network: 257.50441536622367
MAE for Neural Network: 197.88141185594122
Training time for Neural Network: 0.8806571960449219 seconds
Testing time for Neural Network: 0.0008699893951416016 seconds
RMSE for Neural Network: 0.2443334799028963
MAE for Neural Network: 0.1917788543752491
Training time for Neural Network: 0.6661489009857178 seconds
Testing time for Neural Network: 0.0006480216979980469 seconds
RMSE for Neural Network: 0.15459686088822874
MAE for Neural Network: 0.1188820538855974
Training time for Neural Network: 0.8422939777374268 seconds
Testing time for Neural Network: 0.0018520355224609375 seconds
RMSE for Neural Network: 0.2059023519184148
MAE for Neural Network: 0.16447302703626587
Training time for Neural Network: 0.8262898921966553 seconds
Testing time for Neural Network: 0.0021860599517822266 seconds
RMSE for Neural Network: 0.24972185460420696
MAE for Neural Network: 0.18791964450508353
Training time for Neural Network: 0.8493330478668213 seconds
Testing time for Neural Network: 0.0008378028869628906 seconds
RMSE for Neural Network: 257.19368294154026
MAE for Neural Network: 197.4768841409889
Training time for Neural Network: 0.6523911952972412 seconds
Testing time for Neural Network: 0.0014028549194335938 seconds
RMSE for Neural Network: 257.546732022414
MAE for Neural Network: 197.93647566940547
Training time for Neural Network: 0.6800398826599121 seconds
Testing time for Neural Network: 0.0031480789184570312 seconds
RMSE for Neural Network: 0.19484559052590741
MAE for Neural Network: 0.14466178952145184
Training time for Neural Network: 0.6847128868103027 seconds
Testing time for Neural Network: 0.0013320446014404297 seconds
RMSE for Neural Network: 257.26497153460235
MAE for Neural Network: 197.56972137374632
Training time for Neural Network: 0.7435629367828369 seconds
Testing time for Neural Network: 0.0006999969482421875 seconds
RMSE for Neural Network: 0.24298777960465923
MAE for Neural Network: 0.1887314394188986
Training time for Neural Network: 0.7721128463745117 seconds
Testing time for Neural Network: 0.0008611679077148438 seconds
RMSE for Neural Network: 255.90411801768866
MAE for Neural Network: 195.80542944699283
Training time for Neural Network: 0.7283592224121094 seconds
Testing time for Neural Network: 0.001544952392578125 seconds
RMSE for Neural Network: 256.80430699340513
MAE for Neural Network: 196.9694933622033
Training time for Neural Network: 0.9312057495117188 seconds
Testing time for Neural Network: 0.0008881092071533203 seconds
RMSE for Neural Network: 0.22755338305228048
MAE for Neural Network: 0.14841233743678497
Training time for Neural Network: 2.224310874938965 seconds
Testing time for Neural Network: 0.009319305419921875 seconds
RMSE for Neural Network: 256.434680659635
MAE for Neural Network: 196.4906163222112
Training time for Neural Network: 1.3893249034881592 seconds
Testing time for Neural Network: 0.001990079879760742 seconds
RMSE for Neural Network: 257.89993486946565
MAE for Neural Network: 198.3958306786577
Training time for Neural Network: 1.4970099925994873 seconds
Testing time for Neural Network: 0.0008339881896972656 seconds
RMSE for Neural Network: 256.3692117125758
MAE for Neural Network: 196.4060199496034
Training time for Neural Network: 1.1098711490631104 seconds
Testing time for Neural Network: 0.0014309883117675781 seconds
RMSE for Neural Network: 0.1653676577495115
MAE for Neural Network: 0.12625748737855716
Training time for Neural Network: 0.9734110832214355 seconds
Testing time for Neural Network: 0.006155967712402344 seconds
RMSE for Neural Network: 257.02491010617337
MAE for Neural Network: 197.25702431114212
Training time for Neural Network: 0.7562417984008789 seconds
Testing time for Neural Network: 0.0009160041809082031 seconds
RMSE for Neural Network: 0.5297350695886517
MAE for Neural Network: 0.4082408395728178
Training time for Neural Network: 0.4371368885040283 seconds
Testing time for Neural Network: 0.0007872581481933594 seconds
RMSE for Neural Network: 257.37187175222624
MAE for Neural Network: 197.70890115076864
Training time for Neural Network: 0.9318711757659912 seconds
Testing time for Neural Network: 0.0008502006530761719 seconds
RMSE for Neural Network: 257.1083641663437
MAE for Neural Network: 197.36575221981448
Training time for Neural Network: 0.8270599842071533 seconds
Testing time for Neural Network: 0.0007829666137695312 seconds
RMSE for Neural Network: 257.63264678337856
MAE for Neural Network: 198.04825147829277
Training time for Neural Network: 0.7004389762878418 seconds
Testing time for Neural Network: 0.0010728836059570312 seconds
RMSE for Neural Network: 256.10092717070376
MAE for Neural Network: 196.0591942592663
Training time for Neural Network: 0.7573497295379639 seconds
Testing time for Neural Network: 0.001194000244140625 seconds
RMSE for Neural Network: 255.92353689926227
MAE for Neural Network: 195.8297315042885
Training time for Neural Network: 0.874521017074585 seconds
Testing time for Neural Network: 0.0008709430694580078 seconds
RMSE for Neural Network: 257.2118247521345
MAE for Neural Network: 197.5005114355979
Training time for Neural Network: 0.6458909511566162 seconds
Testing time for Neural Network: 0.0006480216979980469 seconds
RMSE for Neural Network: 0.18703800157295036
MAE for Neural Network: 0.1463057702057
Training time for Neural Network: 0.20726799964904785 seconds
Testing time for Neural Network: 0.001420736312866211 seconds
RMSE for Neural Network: 258.3584576648636
MAE for Neural Network: 198.99151206010546
Training time for Neural Network: 1.0855069160461426 seconds
Testing time for Neural Network: 0.0009212493896484375 seconds
RMSE for Neural Network: 0.27095929106227096
MAE for Neural Network: 0.20835910446798933
Training time for Neural Network: 0.7812747955322266 seconds
Testing time for Neural Network: 0.0009799003601074219 seconds
RMSE for Neural Network: 0.17076917009685372
MAE for Neural Network: 0.13395368675622407
Training time for Neural Network: 0.7308769226074219 seconds
Testing time for Neural Network: 0.0007023811340332031 seconds
RMSE for Neural Network: 258.0111836675131
MAE for Neural Network: 198.54042440397666
Training time for Neural Network: 0.7408707141876221 seconds
Testing time for Neural Network: 0.0009481906890869141 seconds
RMSE for Neural Network: 0.48133539452168767
MAE for Neural Network: 0.36736390697740745
Training time for Neural Network: 0.224945068359375 seconds
Testing time for Neural Network: 0.0008220672607421875 seconds
RMSE for Neural Network: 257.93677291963047
MAE for Neural Network: 198.44394075582773
Training time for Neural Network: 1.4153993129730225 seconds
Testing time for Neural Network: 0.0008587837219238281 seconds
RMSE for Neural Network: 258.1236416352546
MAE for Neural Network: 198.6865460871605
Training time for Neural Network: 0.590947151184082 seconds
Testing time for Neural Network: 0.0006268024444580078 seconds
RMSE for Neural Network: 0.166106064685313
MAE for Neural Network: 0.13578316560630557
Training time for Neural Network: 0.7973470687866211 seconds
Testing time for Neural Network: 0.00941920280456543 seconds
RMSE for Neural Network: 0.22065668260774174
MAE for Neural Network: 0.17782919688355733
Training time for Neural Network: 0.6846721172332764 seconds
Testing time for Neural Network: 0.0007910728454589844 seconds
RMSE for Neural Network: 258.4436168037715
MAE for Neural Network: 199.10206501092514
Training time for Neural Network: 0.7913870811462402 seconds
Testing time for Neural Network: 0.000965118408203125 seconds
RMSE for Neural Network: 256.4258690096184
MAE for Neural Network: 196.47923114306352
Training time for Neural Network: 0.7344419956207275 seconds
Testing time for Neural Network: 0.0007047653198242188 seconds
RMSE for Neural Network: 258.0710810057775
MAE for Neural Network: 198.61825715802297
Training time for Neural Network: 0.7303740978240967 seconds
Testing time for Neural Network: 0.00084686279296875 seconds
RMSE for Neural Network: 256.44063006164885
MAE for Neural Network: 196.4983031500561
Training time for Neural Network: 0.7106668949127197 seconds
Testing time for Neural Network: 0.001741170883178711 seconds
RMSE for Neural Network: 0.09536248482832939
MAE for Neural Network: 0.07600509104944382
Training time for Neural Network: 0.6084129810333252 seconds
Testing time for Neural Network: 0.0019638538360595703 seconds
RMSE for Neural Network: 256.2174771646226
MAE for Neural Network: 196.20989609361084
Training time for Neural Network: 0.5249509811401367 seconds
Testing time for Neural Network: 0.0008101463317871094 seconds
RMSE for Neural Network: 257.33930782621826
MAE for Neural Network: 197.6665084870907
Training time for Neural Network: 0.5703120231628418 seconds
Testing time for Neural Network: 0.0017437934875488281 seconds
RMSE for Neural Network: 256.8265779762069
MAE for Neural Network: 196.99852887767645
Training time for Neural Network: 0.6792678833007812 seconds
Testing time for Neural Network: 0.0009059906005859375 seconds
RMSE for Neural Network: 257.9855034336812
MAE for Neural Network: 198.50705077384512
Training time for Neural Network: 0.6619870662689209 seconds
Testing time for Neural Network: 0.0008370876312255859 seconds
RMSE for Neural Network: 256.619617162947
MAE for Neural Network: 196.72950194338262
Training time for Neural Network: 0.647578239440918 seconds
Testing time for Neural Network: 0.001127004623413086 seconds
RMSE for Neural Network: 256.91498979808193
MAE for Neural Network: 197.11377731642335
Training time for Neural Network: 0.684067964553833 seconds
Testing time for Neural Network: 0.0019829273223876953 seconds
RMSE for Neural Network: 5.154711416543802
MAE for Neural Network: 4.048941110979074
Training time for Neural Network: 0.7332499027252197 seconds
Testing time for Neural Network: 0.0008001327514648438 seconds
RMSE for Neural Network: 257.1160688464951
MAE for Neural Network: 197.37578900178116
Training time for Neural Network: 0.6093859672546387 seconds
Testing time for Neural Network: 0.0008912086486816406 seconds
RMSE for Neural Network: 256.3880399591613
MAE for Neural Network: 196.43035061889765
Training time for Neural Network: 0.643740177154541 seconds
Testing time for Neural Network: 0.003242015838623047 seconds
RMSE for Neural Network: 258.3252727953413
MAE for Neural Network: 198.94842494925027
Training time for Neural Network: 0.6350619792938232 seconds
Testing time for Neural Network: 0.0006449222564697266 seconds
RMSE for Neural Network: 0.38363365252767556
MAE for Neural Network: 0.2992577706148316
Training time for Neural Network: 1.1322107315063477 seconds
Testing time for Neural Network: 0.0008869171142578125 seconds
RMSE for Neural Network: 257.55341643216997
MAE for Neural Network: 197.94517306790468
Training time for Neural Network: 0.6485378742218018 seconds
Testing time for Neural Network: 0.0006520748138427734 seconds
RMSE for Neural Network: 256.1360058939891
MAE for Neural Network: 196.10455695086821
Training time for Neural Network: 0.5331249237060547 seconds
Testing time for Neural Network: 0.0008728504180908203 seconds
RMSE for Neural Network: 256.8516319539557
MAE for Neural Network: 197.0311905826342
Training time for Neural Network: 1.210752010345459 seconds
Testing time for Neural Network: 0.00092315673828125 seconds
RMSE for Neural Network: 0.13072560159453916
MAE for Neural Network: 0.10802568667600808
Training time for Neural Network: 0.6138041019439697 seconds
Testing time for Neural Network: 0.0009019374847412109 seconds
RMSE for Neural Network: 256.1261288351793
MAE for Neural Network: 196.0917846956822
Training time for Neural Network: 0.5819978713989258 seconds
Testing time for Neural Network: 0.0009009838104248047 seconds
RMSE for Neural Network: 0.22832603474890528
MAE for Neural Network: 0.1777400174534447
Training time for Neural Network: 0.6575391292572021 seconds
Testing time for Neural Network: 0.0006940364837646484 seconds
RMSE for Neural Network: 0.47818551234780177
MAE for Neural Network: 0.3854394813553674
Training time for Neural Network: 0.6062438488006592 seconds
Testing time for Neural Network: 0.0006871223449707031 seconds
RMSE for Neural Network: 255.98956279993712
MAE for Neural Network: 195.91515228748483
Training time for Neural Network: 0.5604019165039062 seconds
Testing time for Neural Network: 0.0008668899536132812 seconds
RMSE for Neural Network: 256.5651158822738
MAE for Neural Network: 196.65911428242933
Training time for Neural Network: 0.6203439235687256 seconds
Testing time for Neural Network: 0.0011250972747802734 seconds
RMSE for Neural Network: 0.3013205007963241
MAE for Neural Network: 0.2261500180201568
Training time for Neural Network: 0.6874539852142334 seconds
Testing time for Neural Network: 0.001383066177368164 seconds
RMSE for Neural Network: 0.3627379967046769
MAE for Neural Network: 0.2894291601549097
Training time for Neural Network: 0.7121739387512207 seconds
Testing time for Neural Network: 0.0008718967437744141 seconds
RMSE for Neural Network: 257.17000620635093
MAE for Neural Network: 197.4460465979873
Training time for Neural Network: 0.6643948554992676 seconds
Testing time for Neural Network: 0.000675201416015625 seconds
RMSE for Neural Network: 258.18980048235653
MAE for Neural Network: 198.7724887858455
Training time for Neural Network: 0.5848617553710938 seconds
Testing time for Neural Network: 0.0013377666473388672 seconds
RMSE for Neural Network: 257.95851631814634
MAE for Neural Network: 198.47197627387942
Training time for Neural Network: 0.17087483406066895 seconds
Testing time for Neural Network: 0.0013420581817626953 seconds
RMSE for Neural Network: 256.8779091637929
MAE for Neural Network: 197.06544456439292
Training time for Neural Network: 0.6110572814941406 seconds
Testing time for Neural Network: 0.001348733901977539 seconds
RMSE for Neural Network: 257.87090002644817
MAE for Neural Network: 198.35808606016144
Training time for Neural Network: 0.6766760349273682 seconds
Testing time for Neural Network: 0.0014128684997558594 seconds
RMSE for Neural Network: 0.26841440936147215
MAE for Neural Network: 0.21494889128240216
Training time for Neural Network: 0.8002939224243164 seconds
Testing time for Neural Network: 0.0014188289642333984 seconds
RMSE for Neural Network: 257.05378259552197
MAE for Neural Network: 197.2946435452972
Training time for Neural Network: 0.6723482608795166 seconds
Testing time for Neural Network: 0.0016949176788330078 seconds
RMSE for Neural Network: 256.7185257271916
MAE for Neural Network: 196.85764063541632
Training time for Neural Network: 0.6159889698028564 seconds
Testing time for Neural Network: 0.0015399456024169922 seconds
RMSE for Neural Network: 0.4434534171234025
MAE for Neural Network: 0.3366293914653296
Training time for Neural Network: 0.6507203578948975 seconds
Testing time for Neural Network: 0.0008859634399414062 seconds
RMSE for Neural Network: 0.2176087126526436
MAE for Neural Network: 0.17217686372134058
Training time for Neural Network: 0.730532169342041 seconds
Testing time for Neural Network: 0.0031402111053466797 seconds
RMSE for Neural Network: 258.25903901529466
MAE for Neural Network: 198.8624159013047
Training time for Neural Network: 0.6468658447265625 seconds
Testing time for Neural Network: 0.0007958412170410156 seconds
RMSE for Neural Network: 255.91352707458603
MAE for Neural Network: 195.81711208863794
Training time for Neural Network: 0.6000251770019531 seconds
Testing time for Neural Network: 0.0008249282836914062 seconds
RMSE for Neural Network: 257.1069945565267
MAE for Neural Network: 197.3639680258021
Training time for Neural Network: 0.6491870880126953 seconds
Testing time for Neural Network: 0.0009131431579589844 seconds
RMSE for Neural Network: 0.209654940261032
MAE for Neural Network: 0.1606910046711719
Training time for Neural Network: 0.5095789432525635 seconds
Testing time for Neural Network: 0.0009143352508544922 seconds
RMSE for Neural Network: 257.8172023436171
MAE for Neural Network: 198.28827259646394
Training time for Neural Network: 0.6315581798553467 seconds
Testing time for Neural Network: 0.0014300346374511719 seconds
RMSE for Neural Network: 0.2505122589118527
MAE for Neural Network: 0.20526002754696862
Training time for Neural Network: 0.6737520694732666 seconds
Testing time for Neural Network: 0.000985860824584961 seconds
RMSE for Neural Network: 0.11299886092639347
MAE for Neural Network: 0.08355838829195332
Training time for Neural Network: 1.2499239444732666 seconds
Testing time for Neural Network: 0.0008258819580078125 seconds
RMSE for Neural Network: 258.1386614432184
MAE for Neural Network: 198.70605868140134
Training time for Neural Network: 0.6058909893035889 seconds
Testing time for Neural Network: 0.0008661746978759766 seconds
RMSE for Neural Network: 0.1783729227929038
MAE for Neural Network: 0.1408569613083755
Training time for Neural Network: 0.681267261505127 seconds
Testing time for Neural Network: 0.0015537738800048828 seconds
RMSE for Neural Network: 0.2092034862333016
MAE for Neural Network: 0.1635847381462644
Training time for Neural Network: 0.5705010890960693 seconds
Testing time for Neural Network: 0.0008342266082763672 seconds
RMSE for Neural Network: 0.4415404260268114
MAE for Neural Network: 0.3298017982809969
Training time for Neural Network: 0.6536471843719482 seconds
Testing time for Neural Network: 0.0009489059448242188 seconds
RMSE for Neural Network: 0.8213382085381533
MAE for Neural Network: 0.6093874449411328
Training time for Neural Network: 0.6261820793151855 seconds
Testing time for Neural Network: 0.0018758773803710938 seconds
RMSE for Neural Network: 0.20511299366425914
MAE for Neural Network: 0.12759725577165093
Training time for Neural Network: 0.5703897476196289 seconds
Testing time for Neural Network: 0.0008280277252197266 seconds
RMSE for Neural Network: 256.96106538879553
MAE for Neural Network: 197.173827752937
Training time for Neural Network: 0.574444055557251 seconds
Testing time for Neural Network: 0.0008509159088134766 seconds
RMSE for Neural Network: 0.2255934704617822
MAE for Neural Network: 0.15991024673705576
Training time for Neural Network: 0.5923850536346436 seconds
Testing time for Neural Network: 0.0009109973907470703 seconds
RMSE for Neural Network: 0.15362764405489587
MAE for Neural Network: 0.12560702602263712
Training time for Neural Network: 0.6467368602752686 seconds
Testing time for Neural Network: 0.0023670196533203125 seconds
RMSE for Neural Network: 0.19403979492221568
MAE for Neural Network: 0.16023264186277497
Training time for Neural Network: 0.5605382919311523 seconds
Testing time for Neural Network: 0.0008330345153808594 seconds
RMSE for Neural Network: 0.303568960255965
MAE for Neural Network: 0.23011751367606215
Training time for Neural Network: 0.5944192409515381 seconds
Testing time for Neural Network: 0.0008559226989746094 seconds
RMSE for Neural Network: 0.3029397647719094
MAE for Neural Network: 0.24226186824583537
Training time for Neural Network: 0.625464916229248 seconds
Testing time for Neural Network: 0.0008399486541748047 seconds
RMSE for Neural Network: 0.3112754487679772
MAE for Neural Network: 0.24706956513887632
Training time for Neural Network: 0.6008529663085938 seconds
Testing time for Neural Network: 0.0008280277252197266 seconds
RMSE for Neural Network: 256.71336465303006
MAE for Neural Network: 196.85091012357447
Training time for Neural Network: 0.6342530250549316 seconds
Testing time for Neural Network: 0.0014519691467285156 seconds
RMSE for Neural Network: 255.91339171411403
MAE for Neural Network: 195.81694402210246
Training time for Neural Network: 0.47200989723205566 seconds
Testing time for Neural Network: 0.0006871223449707031 seconds
RMSE for Neural Network: 0.18476823002983542
MAE for Neural Network: 0.14201659868317879
Training time for Neural Network: 0.5834529399871826 seconds
Testing time for Neural Network: 0.0013751983642578125 seconds
RMSE for Neural Network: 256.42702437931746
MAE for Neural Network: 196.48072396553093
Training time for Neural Network: 0.6052107810974121 seconds
Testing time for Neural Network: 0.0015659332275390625 seconds
RMSE for Neural Network: 256.1713877665621
MAE for Neural Network: 196.15030722216835
Training time for Neural Network: 1.1875979900360107 seconds
Testing time for Neural Network: 0.0015060901641845703 seconds
RMSE for Neural Network: 0.1616760512996872
MAE for Neural Network: 0.12617839214473897
Training time for Neural Network: 0.5132339000701904 seconds
Testing time for Neural Network: 0.00286102294921875 seconds
RMSE for Neural Network: 0.21827161265766487
MAE for Neural Network: 0.16826542564999536
Training time for Neural Network: 0.7485640048980713 seconds
Testing time for Neural Network: 0.001219034194946289 seconds
RMSE for Neural Network: 0.3077797290890734
MAE for Neural Network: 0.23266780491986816
Training time for Neural Network: 0.5163271427154541 seconds
Testing time for Neural Network: 0.0010907649993896484 seconds
RMSE for Neural Network: 256.45196964479595
MAE for Neural Network: 196.5129539262355
Training time for Neural Network: 0.6518919467926025 seconds
Testing time for Neural Network: 0.000926971435546875 seconds
RMSE for Neural Network: 256.463388947746
MAE for Neural Network: 196.52770724035028
Training time for Neural Network: 0.3439509868621826 seconds
Testing time for Neural Network: 0.0008740425109863281 seconds
RMSE for Neural Network: 256.38803294470455
MAE for Neural Network: 196.43034155474928
Training time for Neural Network: 0.6108417510986328 seconds
Testing time for Neural Network: 0.0010790824890136719 seconds
RMSE for Neural Network: 0.21214455674128951
MAE for Neural Network: 0.15050369223459545
Training time for Neural Network: 1.0635919570922852 seconds
Testing time for Neural Network: 0.0009322166442871094 seconds
RMSE for Neural Network: 0.22912988713723806
MAE for Neural Network: 0.1831629433955
Training time for Neural Network: 0.4284029006958008 seconds
Testing time for Neural Network: 0.00086212158203125 seconds
RMSE for Neural Network: 256.5546376056083
MAE for Neural Network: 196.64558052813365
Training time for Neural Network: 0.5302631855010986 seconds
Testing time for Neural Network: 0.0008199214935302734 seconds
RMSE for Neural Network: 256.3473528115142
MAE for Neural Network: 196.37777136055243
Training time for Neural Network: 0.6246559619903564 seconds
Testing time for Neural Network: 0.0009520053863525391 seconds
RMSE for Neural Network: 256.0529950657919
MAE for Neural Network: 195.99720288530872
Training time for Neural Network: 0.7364020347595215 seconds
Testing time for Neural Network: 0.0014629364013671875 seconds
RMSE for Neural Network: 257.34682506678257
MAE for Neural Network: 197.67629497983108
Training time for Neural Network: 0.5870490074157715 seconds
Testing time for Neural Network: 0.0013620853424072266 seconds
RMSE for Neural Network: 0.25263746679768734
MAE for Neural Network: 0.20289461566622624
Training time for Neural Network: 0.7055618762969971 seconds
Testing time for Neural Network: 0.0008599758148193359 seconds
RMSE for Neural Network: 0.3556864914995475
MAE for Neural Network: 0.2801288528917753
Training time for Neural Network: 0.6568539142608643 seconds
Testing time for Neural Network: 0.0008251667022705078 seconds
RMSE for Neural Network: 256.40161352802664
MAE for Neural Network: 196.44789018787793
Training time for Neural Network: 0.6653985977172852 seconds
Testing time for Neural Network: 0.0009222030639648438 seconds
RMSE for Neural Network: 256.7268079036539
MAE for Neural Network: 196.8684411514441
Training time for Neural Network: 0.6728966236114502 seconds
Testing time for Neural Network: 0.0013651847839355469 seconds
RMSE for Neural Network: 0.2601169955331187
MAE for Neural Network: 0.20559047993520715
Training time for Neural Network: 0.7659227848052979 seconds
Testing time for Neural Network: 0.0009181499481201172 seconds
RMSE for Neural Network: 256.87453747236054
MAE for Neural Network: 197.0610494913674
Training time for Neural Network: 0.5901548862457275 seconds
Testing time for Neural Network: 0.0026781558990478516 seconds
RMSE for Neural Network: 256.9487697288643
MAE for Neural Network: 197.1578035234135
Training time for Neural Network: 0.6839940547943115 seconds
Testing time for Neural Network: 0.0006711483001708984 seconds
RMSE for Neural Network: 0.685670771741095
MAE for Neural Network: 0.5495275986534234
Training time for Neural Network: 0.7047667503356934 seconds
Testing time for Neural Network: 0.0011751651763916016 seconds
RMSE for Neural Network: 0.212637044673799
MAE for Neural Network: 0.16211032020309454
Training time for Neural Network: 0.1834089756011963 seconds
Testing time for Neural Network: 0.0005121231079101562 seconds
RMSE for Neural Network: 256.36011666731565
MAE for Neural Network: 196.3942664907903
Training time for Neural Network: 0.6899518966674805 seconds
Testing time for Neural Network: 0.0020599365234375 seconds
RMSE for Neural Network: 0.194752462171294
MAE for Neural Network: 0.13137540163277972
Training time for Neural Network: 0.6124861240386963 seconds
Testing time for Neural Network: 0.0009500980377197266 seconds
RMSE for Neural Network: 0.27171059403298603
MAE for Neural Network: 0.20268270698043897
Training time for Neural Network: 0.6165318489074707 seconds
Testing time for Neural Network: 0.0009219646453857422 seconds
RMSE for Neural Network: 0.1788295645637398
MAE for Neural Network: 0.1423823621558199
Training time for Neural Network: 0.660269021987915 seconds
Testing time for Neural Network: 0.001069784164428711 seconds
RMSE for Neural Network: 256.6778108818331
MAE for Neural Network: 196.80464676174816
Training time for Neural Network: 0.5855469703674316 seconds
Testing time for Neural Network: 0.0008513927459716797 seconds
RMSE for Neural Network: 255.88386054351693
MAE for Neural Network: 195.7802759666175
Training time for Neural Network: 0.6364850997924805 seconds
Testing time for Neural Network: 0.0009059906005859375 seconds
RMSE for Neural Network: 258.4037324373761
MAE for Neural Network: 199.05029053625384
Training time for Neural Network: 0.5986940860748291 seconds
Testing time for Neural Network: 0.0008389949798583984 seconds
RMSE for Neural Network: 256.93806326689094
MAE for Neural Network: 197.14384996834377
Training time for Neural Network: 0.485349178314209 seconds
Testing time for Neural Network: 0.0009598731994628906 seconds
RMSE for Neural Network: 258.438880767992
MAE for Neural Network: 199.09591738057404
Training time for Neural Network: 0.6110630035400391 seconds
Testing time for Neural Network: 0.0009109973907470703 seconds
RMSE for Neural Network: 0.10687377092876539
MAE for Neural Network: 0.08185031571763997
Training time for Neural Network: 0.5862720012664795 seconds
Testing time for Neural Network: 0.0009360313415527344 seconds
RMSE for Neural Network: 257.24133501968714
MAE for Neural Network: 197.538942154986
Training time for Neural Network: 1.218674898147583 seconds
Testing time for Neural Network: 0.0015060901641845703 seconds
RMSE for Neural Network: 257.2944325386661
MAE for Neural Network: 197.608082426793
Training time for Neural Network: 0.5120081901550293 seconds
Testing time for Neural Network: 0.0014410018920898438 seconds
RMSE for Neural Network: 257.7072291386459
MAE for Neural Network: 198.14526281321625
Training time for Neural Network: 0.5553898811340332 seconds
Testing time for Neural Network: 0.0009300708770751953 seconds
RMSE for Neural Network: 258.07953706109066
MAE for Neural Network: 198.6292442584094
Training time for Neural Network: 0.6140069961547852 seconds
Testing time for Neural Network: 0.0015380382537841797 seconds
RMSE for Neural Network: 257.1812982739951
MAE for Neural Network: 197.460754092801
Training time for Neural Network: 0.6040019989013672 seconds
Testing time for Neural Network: 0.0006887912750244141 seconds
RMSE for Neural Network: 0.2217524201459916
MAE for Neural Network: 0.18156467362361348
Training time for Neural Network: 0.6534430980682373 seconds
Testing time for Neural Network: 0.0009500980377197266 seconds
RMSE for Neural Network: 256.03120845461314
MAE for Neural Network: 195.96902319408574
Training time for Neural Network: 0.5272471904754639 seconds
Testing time for Neural Network: 0.0008409023284912109 seconds
RMSE for Neural Network: 0.14144914697091251
MAE for Neural Network: 0.10005014982287266
Training time for Neural Network: 0.6416728496551514 seconds
Testing time for Neural Network: 0.001603841781616211 seconds
RMSE for Neural Network: 256.42549235554753
MAE for Neural Network: 196.47874447733113
Training time for Neural Network: 0.652642011642456 seconds
Testing time for Neural Network: 0.0014388561248779297 seconds
RMSE for Neural Network: 256.5046099537571
MAE for Neural Network: 196.5809594034248
Training time for Neural Network: 0.5820469856262207 seconds
Testing time for Neural Network: 0.0006489753723144531 seconds
RMSE for Neural Network: 258.3200328800583
MAE for Neural Network: 198.94162111572942
Training time for Neural Network: 0.6172728538513184 seconds
Testing time for Neural Network: 0.0009160041809082031 seconds
RMSE for Neural Network: 0.36749095732160897
MAE for Neural Network: 0.2928610011196392
Training time for Neural Network: 0.4894680976867676 seconds
Testing time for Neural Network: 0.0014688968658447266 seconds
RMSE for Neural Network: 257.64885133966743
MAE for Neural Network: 198.06933084566637
Training time for Neural Network: 0.5470981597900391 seconds
Testing time for Neural Network: 0.0008089542388916016 seconds
RMSE for Neural Network: 257.930361867521
MAE for Neural Network: 198.43538192094252
Training time for Neural Network: 0.5575857162475586 seconds
Testing time for Neural Network: 0.0008330345153808594 seconds
RMSE for Neural Network: 0.19444381131520697
MAE for Neural Network: 0.15902537160828487
Training time for Neural Network: 0.5687549114227295 seconds
Testing time for Neural Network: 0.0009028911590576172 seconds
RMSE for Neural Network: 258.43044768040363
MAE for Neural Network: 199.08497058616416
Training time for Neural Network: 0.6471221446990967 seconds
Testing time for Neural Network: 0.0019788742065429688 seconds
RMSE for Neural Network: 0.3269236428379175
MAE for Neural Network: 0.2524254232469731
Training time for Neural Network: 1.2262582778930664 seconds
Testing time for Neural Network: 0.004059791564941406 seconds
RMSE for Neural Network: 0.2682928758180759
MAE for Neural Network: 0.20675049706997137
Training time for Neural Network: 0.6645870208740234 seconds
Testing time for Neural Network: 0.0013179779052734375 seconds
RMSE for Neural Network: 256.92404056850796
MAE for Neural Network: 197.12557380271159
Training time for Neural Network: 0.633159875869751 seconds
Testing time for Neural Network: 0.0008029937744140625 seconds
RMSE for Neural Network: 0.248261714451509
MAE for Neural Network: 0.2044911469759821
Training time for Neural Network: 0.6807949542999268 seconds
Testing time for Neural Network: 0.0008690357208251953 seconds
RMSE for Neural Network: 257.3986852518816
MAE for Neural Network: 197.7438049456852
Training time for Neural Network: 0.5633490085601807 seconds
Testing time for Neural Network: 0.0023970603942871094 seconds
RMSE for Neural Network: 256.3339302102107
MAE for Neural Network: 196.36042428905995
Training time for Neural Network: 0.6155469417572021 seconds
Testing time for Neural Network: 0.0025589466094970703 seconds
RMSE for Neural Network: 0.6575148207933389
MAE for Neural Network: 0.5133592720753375
Training time for Neural Network: 0.5895407199859619 seconds
Testing time for Neural Network: 0.0016741752624511719 seconds
RMSE for Neural Network: 258.37186497570855
MAE for Neural Network: 199.00891898612426
Training time for Neural Network: 0.6530020236968994 seconds
Testing time for Neural Network: 0.0009191036224365234 seconds
RMSE for Neural Network: 258.4453277628715
MAE for Neural Network: 199.1042859093146
Training time for Neural Network: 0.7875871658325195 seconds
Testing time for Neural Network: 0.0016238689422607422 seconds
RMSE for Neural Network: 255.91682892369982
MAE for Neural Network: 195.82121171753374
Training time for Neural Network: 1.0680577754974365 seconds
Testing time for Neural Network: 0.0006949901580810547 seconds
RMSE for Neural Network: 258.2796449884128
MAE for Neural Network: 198.88917577470264
Training time for Neural Network: 0.6748478412628174 seconds
Testing time for Neural Network: 0.0008008480072021484 seconds
RMSE for Neural Network: 257.1889391626064
MAE for Neural Network: 197.47070580870175
Training time for Neural Network: 0.7584021091461182 seconds
Testing time for Neural Network: 0.0009567737579345703 seconds
RMSE for Neural Network: 256.54235738642
MAE for Neural Network: 196.6297188888021
Training time for Neural Network: 0.6875050067901611 seconds
Testing time for Neural Network: 0.0008900165557861328 seconds
RMSE for Neural Network: 0.20852777155888608
MAE for Neural Network: 0.159951441605034
Training time for Neural Network: 0.632199764251709 seconds
Testing time for Neural Network: 0.0009160041809082031 seconds
RMSE for Neural Network: 0.16472478448215921
MAE for Neural Network: 0.12591270554982678
Training time for Neural Network: 0.6637797355651855 seconds
Testing time for Neural Network: 0.004086971282958984 seconds
RMSE for Neural Network: 258.2869797539501
MAE for Neural Network: 198.8987006881077
Training time for Neural Network: 0.8260800838470459 seconds
Testing time for Neural Network: 0.0006511211395263672 seconds
RMSE for Neural Network: 256.2012296393631
MAE for Neural Network: 196.18889057055947
Training time for Neural Network: 0.7574231624603271 seconds
Testing time for Neural Network: 0.0020360946655273438 seconds
RMSE for Neural Network: 257.31084281927264
MAE for Neural Network: 197.62944886166235
Training time for Neural Network: 0.7860710620880127 seconds
Testing time for Neural Network: 0.0013818740844726562 seconds
RMSE for Neural Network: 255.90200759273912
MAE for Neural Network: 195.80280902162042
Training time for Neural Network: 0.6489338874816895 seconds
Testing time for Neural Network: 0.002424001693725586 seconds
RMSE for Neural Network: 0.20379904801815193
MAE for Neural Network: 0.1611278845168318
Training time for Neural Network: 0.18212127685546875 seconds
Testing time for Neural Network: 0.0005559921264648438 seconds
RMSE for Neural Network: 0.4165077012445131
MAE for Neural Network: 0.31857610846523965
Training time for Neural Network: 0.6053256988525391 seconds
Testing time for Neural Network: 0.0008730888366699219 seconds
RMSE for Neural Network: 257.7492620621761
MAE for Neural Network: 198.19992764528533
Training time for Neural Network: 0.5811238288879395 seconds
Testing time for Neural Network: 0.0006341934204101562 seconds
RMSE for Neural Network: 257.0635148785198
MAE for Neural Network: 197.30732349991212
Training time for Neural Network: 0.5772740840911865 seconds
Testing time for Neural Network: 0.0006279945373535156 seconds
RMSE for Neural Network: 0.13964250018552413
MAE for Neural Network: 0.10377285427083631
Training time for Neural Network: 0.6373648643493652 seconds
Testing time for Neural Network: 0.0008580684661865234 seconds
RMSE for Neural Network: 257.9080892901804
MAE for Neural Network: 198.40643070805862
Training time for Neural Network: 0.6486878395080566 seconds
Testing time for Neural Network: 0.0012390613555908203 seconds
RMSE for Neural Network: 257.4644461493955
MAE for Neural Network: 197.8293968448951
Training time for Neural Network: 0.5245757102966309 seconds
Testing time for Neural Network: 0.0008320808410644531 seconds
RMSE for Neural Network: 257.1879111586698
MAE for Neural Network: 197.46936691841555
Training time for Neural Network: 0.5790128707885742 seconds
Testing time for Neural Network: 0.001361846923828125 seconds
RMSE for Neural Network: 0.21075310381375245
MAE for Neural Network: 0.16012216741500906
Training time for Neural Network: 0.5830800533294678 seconds
Testing time for Neural Network: 0.0009148120880126953 seconds
RMSE for Neural Network: 0.2280379699499109
MAE for Neural Network: 0.1711599161349944
Training time for Neural Network: 0.18049001693725586 seconds
Testing time for Neural Network: 0.0005159378051757812 seconds
RMSE for Neural Network: 257.4126982342657
MAE for Neural Network: 197.7620449865067
Training time for Neural Network: 0.5356900691986084 seconds
Testing time for Neural Network: 0.0008289813995361328 seconds
RMSE for Neural Network: 257.7772671992268
MAE for Neural Network: 198.23634558198847
Training time for Neural Network: 0.9606409072875977 seconds
Testing time for Neural Network: 0.001110076904296875 seconds
RMSE for Neural Network: 0.388622255981169
MAE for Neural Network: 0.2865142843023999
Training time for Neural Network: 1.01649808883667 seconds
Testing time for Neural Network: 0.0008950233459472656 seconds
RMSE for Neural Network: 0.3136784527010134
MAE for Neural Network: 0.25014568428904677
Training time for Neural Network: 1.026667594909668 seconds
Testing time for Neural Network: 0.0020411014556884766 seconds
RMSE for Neural Network: 0.17709097643673247
MAE for Neural Network: 0.1374214389932076
Training time for Neural Network: 1.0078980922698975 seconds
Testing time for Neural Network: 0.0009291172027587891 seconds
RMSE for Neural Network: 258.3238145805374
MAE for Neural Network: 198.9465315215117
Training time for Neural Network: 0.6673901081085205 seconds
Testing time for Neural Network: 0.0007958412170410156 seconds
RMSE for Neural Network: 258.46155418349264
MAE for Neural Network: 199.1253479995616
Training time for Neural Network: 0.5841012001037598 seconds
Testing time for Neural Network: 0.002483844757080078 seconds
RMSE for Neural Network: 0.25298183083241277
MAE for Neural Network: 0.20622384022338092
Training time for Neural Network: 0.6300768852233887 seconds
Testing time for Neural Network: 0.002162933349609375 seconds
RMSE for Neural Network: 256.1858275124256
MAE for Neural Network: 196.16897714835707
Training time for Neural Network: 0.4622929096221924 seconds
Testing time for Neural Network: 0.0006210803985595703 seconds
RMSE for Neural Network: 0.33502029566628166
MAE for Neural Network: 0.2556638845138731
Training time for Neural Network: 0.5325291156768799 seconds
Testing time for Neural Network: 0.0009219646453857422 seconds
RMSE for Neural Network: 256.66430388656863
MAE for Neural Network: 196.7872064131157
Training time for Neural Network: 0.6049013137817383 seconds
Testing time for Neural Network: 0.0008549690246582031 seconds
RMSE for Neural Network: 0.26975167072509887
MAE for Neural Network: 0.21361616420878074
Training time for Neural Network: 0.5149450302124023 seconds
Testing time for Neural Network: 0.0007219314575195312 seconds
RMSE for Neural Network: 257.5111035176549
MAE for Neural Network: 197.8901151141218
Training time for Neural Network: 0.5511360168457031 seconds
Testing time for Neural Network: 0.0014090538024902344 seconds
RMSE for Neural Network: 0.502834328995986
MAE for Neural Network: 0.39549980244732635
Training time for Neural Network: 0.6177318096160889 seconds
Testing time for Neural Network: 0.0014951229095458984 seconds
RMSE for Neural Network: 256.89765481297843
MAE for Neural Network: 197.09118263739813
Training time for Neural Network: 0.6084530353546143 seconds
Testing time for Neural Network: 0.0012810230255126953 seconds
RMSE for Neural Network: 258.38113690588415
MAE for Neural Network: 199.02095651909934
Training time for Neural Network: 0.6075000762939453 seconds
Testing time for Neural Network: 0.0009160041809082031 seconds
RMSE for Neural Network: 257.257723221921
MAE for Neural Network: 197.56028290708267
Training time for Neural Network: 0.983875036239624 seconds
Testing time for Neural Network: 0.002022981643676758 seconds
RMSE for Neural Network: 256.11158201699976
MAE for Neural Network: 196.07297323232515
Training time for Neural Network: 0.18795108795166016 seconds
Testing time for Neural Network: 0.0005266666412353516 seconds
RMSE for Neural Network: 258.3611827739711
MAE for Neural Network: 198.99505016297593
Training time for Neural Network: 0.624319314956665 seconds
Testing time for Neural Network: 0.0008976459503173828 seconds
RMSE for Neural Network: 5.512426600854817
MAE for Neural Network: 4.2415302924404275
Training time for Neural Network: 0.6889584064483643 seconds
Testing time for Neural Network: 0.0014197826385498047 seconds
RMSE for Neural Network: 258.0893038778777
MAE for Neural Network: 198.64193414575757
Training time for Neural Network: 0.6657767295837402 seconds
Testing time for Neural Network: 0.0010352134704589844 seconds
RMSE for Neural Network: 256.2135892662545
MAE for Neural Network: 196.20486973125466
Training time for Neural Network: 0.7469727993011475 seconds
Testing time for Neural Network: 0.0009200572967529297 seconds
RMSE for Neural Network: 0.25934051811644077
MAE for Neural Network: 0.21702716571257522
Training time for Neural Network: 0.6208329200744629 seconds
Testing time for Neural Network: 0.0006909370422363281 seconds
RMSE for Neural Network: 258.4332458472098
MAE for Neural Network: 199.088602848391
Training time for Neural Network: 0.6454579830169678 seconds
Testing time for Neural Network: 0.0008599758148193359 seconds
RMSE for Neural Network: 0.17284362727202676
MAE for Neural Network: 0.1241800678418695
Training time for Neural Network: 0.6287531852722168 seconds
Testing time for Neural Network: 0.0009248256683349609 seconds
RMSE for Neural Network: 0.38284588170447237
MAE for Neural Network: 0.28028821966577133
Training time for Neural Network: 1.004183053970337 seconds
Testing time for Neural Network: 0.0012481212615966797 seconds
RMSE for Neural Network: 0.1470877137352783
MAE for Neural Network: 0.11663719254436586
Training time for Neural Network: 1.0705718994140625 seconds
Testing time for Neural Network: 0.0015649795532226562 seconds
RMSE for Neural Network: 257.3665753452288
MAE for Neural Network: 197.70200638822905
Training time for Neural Network: 1.4118249416351318 seconds
Testing time for Neural Network: 0.0014390945434570312 seconds
RMSE for Neural Network: 0.16534592420102062
MAE for Neural Network: 0.12846718715510455
Training time for Neural Network: 0.6761970520019531 seconds
Testing time for Neural Network: 0.0018467903137207031 seconds
RMSE for Neural Network: 258.39980479335424
MAE for Neural Network: 199.0451917084248
Training time for Neural Network: 0.6330928802490234 seconds
Testing time for Neural Network: 0.001322031021118164 seconds
RMSE for Neural Network: 0.18946841535525347
MAE for Neural Network: 0.1556702638183998
Training time for Neural Network: 0.7613379955291748 seconds
Testing time for Neural Network: 0.0009160041809082031 seconds
RMSE for Neural Network: 256.4854893800299
MAE for Neural Network: 196.55625886411298
Training time for Neural Network: 0.689755916595459 seconds
Testing time for Neural Network: 0.0010712146759033203 seconds
RMSE for Neural Network: 0.3556757311936203
MAE for Neural Network: 0.28182771353285074
Training time for Neural Network: 0.6626849174499512 seconds
Testing time for Neural Network: 0.0009462833404541016 seconds
RMSE for Neural Network: 257.9464834912802
MAE for Neural Network: 198.45633668521978
Training time for Neural Network: 0.6625058650970459 seconds
Testing time for Neural Network: 0.0009598731994628906 seconds
RMSE for Neural Network: 0.20970841205247276
MAE for Neural Network: 0.16600193530854881
Training time for Neural Network: 0.6734211444854736 seconds
Testing time for Neural Network: 0.0013759136199951172 seconds
RMSE for Neural Network: 257.9259313448676
MAE for Neural Network: 198.42962300301173
Training time for Neural Network: 0.693209171295166 seconds
Testing time for Neural Network: 0.000659942626953125 seconds
RMSE for Neural Network: 255.9572885367342
MAE for Neural Network: 195.87339951829819
Training time for Neural Network: 0.5118119716644287 seconds
Testing time for Neural Network: 0.0013089179992675781 seconds
RMSE for Neural Network: 257.8688996423416
MAE for Neural Network: 198.35548549952443
Training time for Neural Network: 0.5866811275482178 seconds
Testing time for Neural Network: 0.0020318031311035156 seconds
RMSE for Neural Network: 256.3025992833159
MAE for Neural Network: 196.3199304061973
Training time for Neural Network: 0.5826292037963867 seconds
Testing time for Neural Network: 0.0008687973022460938 seconds
RMSE for Neural Network: 0.1259993089609011
MAE for Neural Network: 0.09817594965219563
Training time for Neural Network: 0.6458499431610107 seconds
Testing time for Neural Network: 0.0014121532440185547 seconds
RMSE for Neural Network: 258.24166100625825
MAE for Neural Network: 198.83984687247982
Training time for Neural Network: 0.575160026550293 seconds
Testing time for Neural Network: 0.0009016990661621094 seconds
RMSE for Neural Network: 256.6696444369087
MAE for Neural Network: 196.79410225462595
Training time for Neural Network: 0.5627789497375488 seconds
Testing time for Neural Network: 0.0008919239044189453 seconds
RMSE for Neural Network: 0.3364832559924407
MAE for Neural Network: 0.2586862580535434
Training time for Neural Network: 0.6638603210449219 seconds
Testing time for Neural Network: 0.0019998550415039062 seconds
RMSE for Neural Network: 256.49631969857455
MAE for Neural Network: 196.57024995824685
Training time for Neural Network: 0.5580949783325195 seconds
Testing time for Neural Network: 0.0009198188781738281 seconds
RMSE for Neural Network: 257.3256225191035
MAE for Neural Network: 197.648691444806
Training time for Neural Network: 0.5760278701782227 seconds
Testing time for Neural Network: 0.001055002212524414 seconds
RMSE for Neural Network: 256.8487171395345
MAE for Neural Network: 197.02739078926203
Training time for Neural Network: 0.6557869911193848 seconds
Testing time for Neural Network: 0.002165079116821289 seconds
RMSE for Neural Network: 255.83229773111276
MAE for Neural Network: 195.71624462890694
Training time for Neural Network: 0.5302801132202148 seconds
Testing time for Neural Network: 0.003435850143432617 seconds
RMSE for Neural Network: 258.04937492380674
MAE for Neural Network: 198.5900529320826
Training time for Neural Network: 0.6421530246734619 seconds
Testing time for Neural Network: 0.00391697883605957 seconds
RMSE for Neural Network: 257.75994575058286
MAE for Neural Network: 198.21382105782487
Training time for Neural Network: 0.5543720722198486 seconds
Testing time for Neural Network: 0.0018498897552490234 seconds
RMSE for Neural Network: 0.35694261565187874
MAE for Neural Network: 0.2904082082579739
Training time for Neural Network: 0.6573770046234131 seconds
Testing time for Neural Network: 0.0028340816497802734 seconds
RMSE for Neural Network: 258.2402223223854
MAE for Neural Network: 198.83797838973078
Training time for Neural Network: 0.6141140460968018 seconds
Testing time for Neural Network: 0.0009241104125976562 seconds
RMSE for Neural Network: 0.20696782338938927
MAE for Neural Network: 0.16811755864348413
Training time for Neural Network: 1.2824280261993408 seconds
Testing time for Neural Network: 0.0014929771423339844 seconds
RMSE for Neural Network: 256.8026951492125
MAE for Neural Network: 196.967391872105
Training time for Neural Network: 0.4627537727355957 seconds
Testing time for Neural Network: 0.00061798095703125 seconds
RMSE for Neural Network: 0.24656703037513
MAE for Neural Network: 0.19433354501877353
Training time for Neural Network: 0.6205160617828369 seconds
Testing time for Neural Network: 0.0009281635284423828 seconds
RMSE for Neural Network: 0.24283854586744158
MAE for Neural Network: 0.19366251547750143
Training time for Neural Network: 0.1843581199645996 seconds
Testing time for Neural Network: 0.0005178451538085938 seconds
RMSE for Neural Network: 257.55365537913644
MAE for Neural Network: 197.94548397009464
Training time for Neural Network: 0.4967930316925049 seconds
Testing time for Neural Network: 0.0008280277252197266 seconds
RMSE for Neural Network: 257.9876297811449
MAE for Neural Network: 198.50981422864987
Training time for Neural Network: 0.45424699783325195 seconds
Testing time for Neural Network: 0.0008449554443359375 seconds
RMSE for Neural Network: 0.2135898202298831
MAE for Neural Network: 0.171635481314544
Training time for Neural Network: 0.5027713775634766 seconds
Testing time for Neural Network: 0.001363992691040039 seconds
RMSE for Neural Network: 0.4478848921522992
MAE for Neural Network: 0.3513886228964475
Training time for Neural Network: 0.5477340221405029 seconds
Testing time for Neural Network: 0.0008490085601806641 seconds
RMSE for Neural Network: 256.7003094053936
MAE for Neural Network: 196.83388446561946
Training time for Neural Network: 0.6392419338226318 seconds
Testing time for Neural Network: 0.0008609294891357422 seconds
RMSE for Neural Network: 257.41482901204466
MAE for Neural Network: 197.76481845945239
Training time for Neural Network: 0.567936897277832 seconds
Testing time for Neural Network: 0.0009002685546875 seconds
RMSE for Neural Network: 256.57219920974956
MAE for Neural Network: 196.66826289658795
Training time for Neural Network: 1.0843758583068848 seconds
Testing time for Neural Network: 0.001772165298461914 seconds
RMSE for Neural Network: 0.20134125635244754
MAE for Neural Network: 0.15229637852628394
Training time for Neural Network: 0.5997130870819092 seconds
Testing time for Neural Network: 0.0013580322265625 seconds
RMSE for Neural Network: 256.3250478800925
MAE for Neural Network: 196.3489446113932
Training time for Neural Network: 0.5881650447845459 seconds
Testing time for Neural Network: 0.00092315673828125 seconds
RMSE for Neural Network: 258.1979337107343
MAE for Neural Network: 198.78305309430368
Training time for Neural Network: 0.6161119937896729 seconds
Testing time for Neural Network: 0.0009138584136962891 seconds
RMSE for Neural Network: 0.23730694040945813
MAE for Neural Network: 0.1967479277830312
Training time for Neural Network: 0.6410019397735596 seconds
Testing time for Neural Network: 0.0010938644409179688 seconds
RMSE for Neural Network: 256.5879053041622
MAE for Neural Network: 196.68854778653767
Training time for Neural Network: 0.5417048931121826 seconds
Testing time for Neural Network: 0.0013692378997802734 seconds
RMSE for Neural Network: 256.88295668009266
MAE for Neural Network: 197.07202403615378
Training time for Neural Network: 0.5623900890350342 seconds
Testing time for Neural Network: 0.0006721019744873047 seconds
RMSE for Neural Network: 256.8696176791252
MAE for Neural Network: 197.05463636164453
Training time for Neural Network: 0.6020689010620117 seconds
Testing time for Neural Network: 0.0009143352508544922 seconds
RMSE for Neural Network: 256.7763846226421
MAE for Neural Network: 196.9330874304139
Training time for Neural Network: 0.6977841854095459 seconds
Testing time for Neural Network: 0.0009059906005859375 seconds
RMSE for Neural Network: 257.1886758948534
MAE for Neural Network: 197.47036292453595
Training time for Neural Network: 0.37270116806030273 seconds
Testing time for Neural Network: 0.0006411075592041016 seconds
RMSE for Neural Network: 257.8377157716749
MAE for Neural Network: 198.31494371165027
Training time for Neural Network: 0.6716997623443604 seconds
Testing time for Neural Network: 0.0008971691131591797 seconds
RMSE for Neural Network: 0.12278197768855824
MAE for Neural Network: 0.09499009590775472
Training time for Neural Network: 0.6809101104736328 seconds
Testing time for Neural Network: 0.003674745559692383 seconds
RMSE for Neural Network: 257.75776525061787
MAE for Neural Network: 198.2109854977585
Training time for Neural Network: 0.6782577037811279 seconds
Testing time for Neural Network: 0.0010762214660644531 seconds
RMSE for Neural Network: 0.2735118588643495
MAE for Neural Network: 0.22445312818469418
Training time for Neural Network: 0.6666123867034912 seconds
Testing time for Neural Network: 0.000659942626953125 seconds
RMSE for Neural Network: 256.18187993738735
MAE for Neural Network: 196.16387318944675
Training time for Neural Network: 0.6998231410980225 seconds
Testing time for Neural Network: 0.0012848377227783203 seconds
RMSE for Neural Network: 257.3225034158779
MAE for Neural Network: 197.64463056003956
Training time for Neural Network: 0.677699089050293 seconds
Testing time for Neural Network: 0.002933979034423828 seconds
RMSE for Neural Network: 0.21447431878064296
MAE for Neural Network: 0.1726225283116266
Training time for Neural Network: 1.3443372249603271 seconds
Testing time for Neural Network: 0.0006449222564697266 seconds
RMSE for Neural Network: 255.93579340848754
MAE for Neural Network: 195.845589500156
Training time for Neural Network: 0.6616988182067871 seconds
Testing time for Neural Network: 0.0006551742553710938 seconds
RMSE for Neural Network: 257.6923483897357
MAE for Neural Network: 198.1259085622497
Training time for Neural Network: 0.7054719924926758 seconds
Testing time for Neural Network: 0.0007979869842529297 seconds
RMSE for Neural Network: 256.2956076568285
MAE for Neural Network: 196.3108935521384
Training time for Neural Network: 0.6351912021636963 seconds
Testing time for Neural Network: 0.0008268356323242188 seconds
RMSE for Neural Network: 0.3955279065860492
MAE for Neural Network: 0.3076143925285544
Training time for Neural Network: 0.6865160465240479 seconds
Testing time for Neural Network: 0.0016169548034667969 seconds
RMSE for Neural Network: 0.19147039077586192
MAE for Neural Network: 0.1419757407116705
Training time for Neural Network: 0.5982611179351807 seconds
Testing time for Neural Network: 0.0028619766235351562 seconds
RMSE for Neural Network: 0.1582995236332503
MAE for Neural Network: 0.1343070258534415
Training time for Neural Network: 0.6263632774353027 seconds
Testing time for Neural Network: 0.0021147727966308594 seconds
RMSE for Neural Network: 0.31614203841841937
MAE for Neural Network: 0.24776614968335484
Training time for Neural Network: 0.6082499027252197 seconds
Testing time for Neural Network: 0.0008702278137207031 seconds
RMSE for Neural Network: 0.42384306473303035
MAE for Neural Network: 0.3461274000237473
Training time for Neural Network: 0.3627047538757324 seconds
Testing time for Neural Network: 0.002259969711303711 seconds
RMSE for Neural Network: 0.5094961541350678
MAE for Neural Network: 0.37334342997047243
Training time for Neural Network: 0.5696859359741211 seconds
Testing time for Neural Network: 0.0010311603546142578 seconds
RMSE for Neural Network: 0.1966786416715516
MAE for Neural Network: 0.14498841801389356
Training time for Neural Network: 0.6050288677215576 seconds
Testing time for Neural Network: 0.0009789466857910156 seconds
RMSE for Neural Network: 256.4780818798194
MAE for Neural Network: 196.546689282027
Training time for Neural Network: 0.6212170124053955 seconds
Testing time for Neural Network: 0.0013480186462402344 seconds
RMSE for Neural Network: 0.33849764909114377
MAE for Neural Network: 0.2718921518225245
Training time for Neural Network: 0.6235570907592773 seconds
Testing time for Neural Network: 0.0010309219360351562 seconds
RMSE for Neural Network: 257.78322414094634
MAE for Neural Network: 198.24409164840546
Training time for Neural Network: 0.5819158554077148 seconds
Testing time for Neural Network: 0.0008630752563476562 seconds
RMSE for Neural Network: 0.692868193980414
MAE for Neural Network: 0.5423968761999194
Training time for Neural Network: 0.6007888317108154 seconds
Testing time for Neural Network: 0.0014719963073730469 seconds
RMSE for Neural Network: 0.21191183256310384
MAE for Neural Network: 0.1712908910957161
Training time for Neural Network: 0.5592138767242432 seconds
Testing time for Neural Network: 0.001535177230834961 seconds
RMSE for Neural Network: 258.3136226873148
MAE for Neural Network: 198.93329759204326
Training time for Neural Network: 0.6160769462585449 seconds
Testing time for Neural Network: 0.0008528232574462891 seconds
RMSE for Neural Network: 255.83543720460577
MAE for Neural Network: 195.7201435273867
Training time for Neural Network: 0.8062310218811035 seconds
Testing time for Neural Network: 0.0013799667358398438 seconds
RMSE for Neural Network: 256.03613405310006
MAE for Neural Network: 195.97539431231027
Training time for Neural Network: 0.5980451107025146 seconds
Testing time for Neural Network: 0.0023598670959472656 seconds
RMSE for Neural Network: 256.94204058090156
MAE for Neural Network: 197.1490335834231
Training time for Neural Network: 0.6402108669281006 seconds
Testing time for Neural Network: 0.0009191036224365234 seconds
RMSE for Neural Network: 0.16040623379779914
MAE for Neural Network: 0.12715840730708902
Training time for Neural Network: 0.6886930465698242 seconds
Testing time for Neural Network: 0.0007958412170410156 seconds
RMSE for Neural Network: 258.4178218168689
MAE for Neural Network: 199.06858078957364
Training time for Neural Network: 0.6571412086486816 seconds
Testing time for Neural Network: 0.0022079944610595703 seconds
RMSE for Neural Network: 0.3578776769910735
MAE for Neural Network: 0.284918178560355
Training time for Neural Network: 0.674293041229248 seconds
Testing time for Neural Network: 0.0009577274322509766 seconds
RMSE for Neural Network: 258.0543710823767
MAE for Neural Network: 198.59654493399674
Training time for Neural Network: 0.5992393493652344 seconds
Testing time for Neural Network: 0.0009238719940185547 seconds
RMSE for Neural Network: 0.3494320647140145
MAE for Neural Network: 0.27359601826663743
Training time for Neural Network: 0.46056604385375977 seconds
Testing time for Neural Network: 0.001775979995727539 seconds
RMSE for Neural Network: 256.2935528593359
MAE for Neural Network: 196.30823764138756
Training time for Neural Network: 1.1842067241668701 seconds
Testing time for Neural Network: 0.0019173622131347656 seconds
RMSE for Neural Network: 256.1466811770482
MAE for Neural Network: 196.11836101741392
Training time for Neural Network: 0.5731761455535889 seconds
Testing time for Neural Network: 0.0014278888702392578 seconds
RMSE for Neural Network: 256.9963964885906
MAE for Neural Network: 197.2198697725989
Training time for Neural Network: 0.5900058746337891 seconds
Testing time for Neural Network: 0.0008094310760498047 seconds
RMSE for Neural Network: 0.21629619898184374
MAE for Neural Network: 0.1687999007006379
Training time for Neural Network: 0.633753776550293 seconds
Testing time for Neural Network: 0.0006740093231201172 seconds
RMSE for Neural Network: 256.9778647330118
MAE for Neural Network: 197.1957205107101
Training time for Neural Network: 0.6403377056121826 seconds
Testing time for Neural Network: 0.0006351470947265625 seconds
RMSE for Neural Network: 0.17614377213633509
MAE for Neural Network: 0.13524832522600244
Training time for Neural Network: 0.9858009815216064 seconds
Testing time for Neural Network: 0.000946044921875 seconds
RMSE for Neural Network: 0.18368995295987053
MAE for Neural Network: 0.14224320340225033
Training time for Neural Network: 0.6046240329742432 seconds
Testing time for Neural Network: 0.001027822494506836 seconds
RMSE for Neural Network: 258.2591263964016
MAE for Neural Network: 198.86252938156176
Training time for Neural Network: 0.7010989189147949 seconds
Testing time for Neural Network: 0.0020751953125 seconds
RMSE for Neural Network: 0.20043753121216007
MAE for Neural Network: 0.14624328789008353
Training time for Neural Network: 0.6380858421325684 seconds
Testing time for Neural Network: 0.0027420520782470703 seconds
RMSE for Neural Network: 256.5204382611654
MAE for Neural Network: 196.60140591412542
Training time for Neural Network: 0.7158570289611816 seconds
Testing time for Neural Network: 0.002482891082763672 seconds
RMSE for Neural Network: 258.45445510412196
MAE for Neural Network: 199.1161334200938
Training time for Neural Network: 0.6021440029144287 seconds
Testing time for Neural Network: 0.0009248256683349609 seconds
RMSE for Neural Network: 257.1859607577343
MAE for Neural Network: 197.4668266719219
Training time for Neural Network: 0.6439642906188965 seconds
Testing time for Neural Network: 0.0029189586639404297 seconds
RMSE for Neural Network: 256.31096545485093
MAE for Neural Network: 196.33074366625456
Training time for Neural Network: 0.5637810230255127 seconds
Testing time for Neural Network: 0.0006258487701416016 seconds
RMSE for Neural Network: 257.7914922021396
MAE for Neural Network: 198.25484275751202
Training time for Neural Network: 0.5857388973236084 seconds
Testing time for Neural Network: 0.0006232261657714844 seconds
RMSE for Neural Network: 257.7935462155085
MAE for Neural Network: 198.25751359120673
Training time for Neural Network: 0.7181620597839355 seconds
Testing time for Neural Network: 0.0013687610626220703 seconds
RMSE for Neural Network: 256.9694063544224
MAE for Neural Network: 197.18469775097728
Training time for Neural Network: 0.7751748561859131 seconds
Testing time for Neural Network: 0.0010230541229248047 seconds
RMSE for Neural Network: 257.5881960167398
MAE for Neural Network: 197.99042389004163
Training time for Neural Network: 0.6746249198913574 seconds
Testing time for Neural Network: 0.0008001327514648438 seconds
RMSE for Neural Network: 257.9901828855229
MAE for Neural Network: 198.5131322867723
Training time for Neural Network: 0.766639232635498 seconds
Testing time for Neural Network: 0.0009348392486572266 seconds
RMSE for Neural Network: 257.17285706631685
MAE for Neural Network: 197.44975977866432
Training time for Neural Network: 0.6053159236907959 seconds
Testing time for Neural Network: 0.0013179779052734375 seconds
RMSE for Neural Network: 256.13382593814515
MAE for Neural Network: 196.1017380290149
Training time for Neural Network: 0.7842419147491455 seconds
Testing time for Neural Network: 0.0010139942169189453 seconds
RMSE for Neural Network: 0.1453087429520139
MAE for Neural Network: 0.1164655093053571
Training time for Neural Network: 0.7000200748443604 seconds
Testing time for Neural Network: 0.000804901123046875 seconds
RMSE for Neural Network: 0.16731267396467348
MAE for Neural Network: 0.131478338153278
Training time for Neural Network: 0.7321441173553467 seconds
Testing time for Neural Network: 0.0007097721099853516 seconds
RMSE for Neural Network: 256.8749228425499
MAE for Neural Network: 197.06155183182221
Training time for Neural Network: 1.1573197841644287 seconds
Testing time for Neural Network: 0.004977226257324219 seconds
RMSE for Neural Network: 257.05029828904037
MAE for Neural Network: 197.29010384579522
Training time for Neural Network: 1.1196138858795166 seconds
Testing time for Neural Network: 0.0016980171203613281 seconds
RMSE for Neural Network: 0.4219000878317939
MAE for Neural Network: 0.3111864946480767
Training time for Neural Network: 1.0973010063171387 seconds
Testing time for Neural Network: 0.0013828277587890625 seconds
RMSE for Neural Network: 257.9660254954963
MAE for Neural Network: 198.4817360236025
Training time for Neural Network: 0.5921547412872314 seconds
Testing time for Neural Network: 0.0009212493896484375 seconds
RMSE for Neural Network: 257.9364011697073
MAE for Neural Network: 198.44323186589205
Training time for Neural Network: 0.5368139743804932 seconds
Testing time for Neural Network: 0.0008618831634521484 seconds
RMSE for Neural Network: 257.896043827435
MAE for Neural Network: 198.39077258492208
Training time for Neural Network: 0.5976929664611816 seconds
Testing time for Neural Network: 0.00144195556640625 seconds
RMSE for Neural Network: 0.26524355476971395
MAE for Neural Network: 0.2070278274140105
Training time for Neural Network: 0.5718331336975098 seconds
Testing time for Neural Network: 0.0008139610290527344 seconds
RMSE for Neural Network: 0.4349490801636635
MAE for Neural Network: 0.32850141195800575
Training time for Neural Network: 0.6111407279968262 seconds
Testing time for Neural Network: 0.002515077590942383 seconds
RMSE for Neural Network: 0.17148511655350507
MAE for Neural Network: 0.13651993329325407
Training time for Neural Network: 0.6681528091430664 seconds
Testing time for Neural Network: 0.002955913543701172 seconds
RMSE for Neural Network: 256.3526677233992
MAE for Neural Network: 196.38464005774387
Training time for Neural Network: 0.575707197189331 seconds
Testing time for Neural Network: 0.003045797348022461 seconds
RMSE for Neural Network: 0.18690892019990038
MAE for Neural Network: 0.1496230012037389
Training time for Neural Network: 0.6164431571960449 seconds
Testing time for Neural Network: 0.0007419586181640625 seconds
RMSE for Neural Network: 256.77121294353867
MAE for Neural Network: 196.92634415307694
Training time for Neural Network: 0.5827648639678955 seconds
Testing time for Neural Network: 0.0014870166778564453 seconds
RMSE for Neural Network: 256.2447812761292
MAE for Neural Network: 196.2451939471475
Training time for Neural Network: 0.535919189453125 seconds
Testing time for Neural Network: 0.002669811248779297 seconds
RMSE for Neural Network: 0.21045180572735228
MAE for Neural Network: 0.1466266796247199
Training time for Neural Network: 0.6264681816101074 seconds
Testing time for Neural Network: 0.0011157989501953125 seconds
RMSE for Neural Network: 256.14084495916825
MAE for Neural Network: 196.11081433202386
Training time for Neural Network: 0.6824278831481934 seconds
Testing time for Neural Network: 0.0009338855743408203 seconds
RMSE for Neural Network: 0.2509317652909422
MAE for Neural Network: 0.1893341194580681
Training time for Neural Network: 0.5471937656402588 seconds
Testing time for Neural Network: 0.0007569789886474609 seconds
RMSE for Neural Network: 257.04112108236933
MAE for Neural Network: 197.27814666678427
Training time for Neural Network: 0.6032919883728027 seconds
Testing time for Neural Network: 0.0013780593872070312 seconds
RMSE for Neural Network: 256.1468448841943
MAE for Neural Network: 196.11857270178515
Training time for Neural Network: 0.5433788299560547 seconds
Testing time for Neural Network: 0.0011920928955078125 seconds
RMSE for Neural Network: 0.7861223587235553
MAE for Neural Network: 0.572299142281604
Training time for Neural Network: 0.6510190963745117 seconds
Testing time for Neural Network: 0.0014178752899169922 seconds
RMSE for Neural Network: 256.07110118331025
MAE for Neural Network: 196.02062078642695
Training time for Neural Network: 0.6331319808959961 seconds
Testing time for Neural Network: 0.0013530254364013672 seconds
RMSE for Neural Network: 256.4594595032651
MAE for Neural Network: 196.5226305965468
Training time for Neural Network: 0.5915851593017578 seconds
Testing time for Neural Network: 0.0008800029754638672 seconds
RMSE for Neural Network: 0.20315978541358282
MAE for Neural Network: 0.15547436915052018
Training time for Neural Network: 0.4939749240875244 seconds
Testing time for Neural Network: 0.0009491443634033203 seconds
RMSE for Neural Network: 257.49270272528514
MAE for Neural Network: 197.86616987694504
Training time for Neural Network: 0.5646529197692871 seconds
Testing time for Neural Network: 0.0015630722045898438 seconds
RMSE for Neural Network: 0.26842516895324864
MAE for Neural Network: 0.21314916451731508
Training time for Neural Network: 0.6096529960632324 seconds
Testing time for Neural Network: 0.002540111541748047 seconds
RMSE for Neural Network: 256.18118420819656
MAE for Neural Network: 196.16297365090057
Training time for Neural Network: 0.5242030620574951 seconds
Testing time for Neural Network: 0.0009021759033203125 seconds
RMSE for Neural Network: 0.18835870465433202
MAE for Neural Network: 0.14840477069065283
Training time for Neural Network: 1.2283518314361572 seconds
Testing time for Neural Network: 0.00096893310546875 seconds
RMSE for Neural Network: 0.16583660366475508
MAE for Neural Network: 0.12647649605117123
Training time for Neural Network: 0.6335780620574951 seconds
Testing time for Neural Network: 0.0009398460388183594 seconds
RMSE for Neural Network: 257.72581089653147
MAE for Neural Network: 198.16942959819687
Training time for Neural Network: 1.1758232116699219 seconds
Testing time for Neural Network: 0.0029549598693847656 seconds
RMSE for Neural Network: 0.44259930595034835
MAE for Neural Network: 0.3292814144136033
Training time for Neural Network: 0.6049361228942871 seconds
Testing time for Neural Network: 0.0007801055908203125 seconds
RMSE for Neural Network: 258.4544598058412
MAE for Neural Network: 199.1161395229659
Training time for Neural Network: 0.6302170753479004 seconds
Testing time for Neural Network: 0.0008890628814697266 seconds
RMSE for Neural Network: 255.90039296485892
MAE for Neural Network: 195.80080419615803
Training time for Neural Network: 0.5947110652923584 seconds
Testing time for Neural Network: 0.001416921615600586 seconds
RMSE for Neural Network: 257.9781569671321
MAE for Neural Network: 198.49750299980676
Training time for Neural Network: 0.5958189964294434 seconds
Testing time for Neural Network: 0.000701904296875 seconds
RMSE for Neural Network: 0.5259079661745225
MAE for Neural Network: 0.4088899350634879
Training time for Neural Network: 0.48676514625549316 seconds
Testing time for Neural Network: 0.0013539791107177734 seconds
RMSE for Neural Network: 257.4025158525187
MAE for Neural Network: 197.7487911270412
Training time for Neural Network: 0.5731930732727051 seconds
Testing time for Neural Network: 0.0008790493011474609 seconds
RMSE for Neural Network: 0.2568240469008569
MAE for Neural Network: 0.20368363103143086
Training time for Neural Network: 0.5042390823364258 seconds
Testing time for Neural Network: 0.0018618106842041016 seconds
RMSE for Neural Network: 0.3931929548494513
MAE for Neural Network: 0.29445219684928176
Training time for Neural Network: 0.18553590774536133 seconds
Testing time for Neural Network: 0.0012500286102294922 seconds
RMSE for Neural Network: 0.7966629815191347
MAE for Neural Network: 0.6495493077738077
Training time for Neural Network: 0.7766208648681641 seconds
Testing time for Neural Network: 0.0006608963012695312 seconds
RMSE for Neural Network: 0.210306250042679
MAE for Neural Network: 0.16178194871401272
Training time for Neural Network: 0.7609059810638428 seconds
Testing time for Neural Network: 0.0007989406585693359 seconds
RMSE for Neural Network: 6.167965457862764
MAE for Neural Network: 5.111538613927476
Training time for Neural Network: 0.8670251369476318 seconds
Testing time for Neural Network: 0.0013730525970458984 seconds
RMSE for Neural Network: 0.12487212663264002
MAE for Neural Network: 0.08800514079224944
Training time for Neural Network: 0.7490911483764648 seconds
Testing time for Neural Network: 0.0034949779510498047 seconds
RMSE for Neural Network: 0.273319696334535
MAE for Neural Network: 0.2160762055780387
Training time for Neural Network: 1.0430550575256348 seconds
Testing time for Neural Network: 0.0007319450378417969 seconds
RMSE for Neural Network: 256.61299914132525
MAE for Neural Network: 196.7209554182917
Training time for Neural Network: 0.7185389995574951 seconds
Testing time for Neural Network: 0.005759000778198242 seconds
RMSE for Neural Network: 256.2747730799822
MAE for Neural Network: 196.28396330454473
Training time for Neural Network: 0.8337991237640381 seconds
Testing time for Neural Network: 0.0009388923645019531 seconds
RMSE for Neural Network: 0.4063230347734741
MAE for Neural Network: 0.31473425353958506
Training time for Neural Network: 0.8322200775146484 seconds
Testing time for Neural Network: 0.0009400844573974609 seconds
RMSE for Neural Network: 258.1296612274802
MAE for Neural Network: 198.694366378148
Training time for Neural Network: 0.7464280128479004 seconds
Testing time for Neural Network: 0.0013151168823242188 seconds
RMSE for Neural Network: 257.7512374014086
MAE for Neural Network: 198.20249647004277
Training time for Neural Network: 0.7374451160430908 seconds
Testing time for Neural Network: 0.0006580352783203125 seconds
RMSE for Neural Network: 0.2191834525988296
MAE for Neural Network: 0.15995566610692508
Training time for Neural Network: 0.6045911312103271 seconds
Testing time for Neural Network: 0.0006117820739746094 seconds
RMSE for Neural Network: 0.24340369851930682
MAE for Neural Network: 0.1928257131431302
Training time for Neural Network: 1.1773979663848877 seconds
Testing time for Neural Network: 0.0007691383361816406 seconds
RMSE for Neural Network: 255.97252327447887
MAE for Neural Network: 195.89310895258868
Training time for Neural Network: 1.0724480152130127 seconds
Testing time for Neural Network: 0.003473997116088867 seconds
RMSE for Neural Network: 258.44729613086713
MAE for Neural Network: 199.10684092304845
Training time for Neural Network: 1.1449029445648193 seconds
Testing time for Neural Network: 0.0009169578552246094 seconds
RMSE for Neural Network: 258.25197708394813
MAE for Neural Network: 198.8532446121211
Training time for Neural Network: 1.0638108253479004 seconds
Testing time for Neural Network: 0.0034401416778564453 seconds
RMSE for Neural Network: 0.4148163439469975
MAE for Neural Network: 0.3318953398133981
Training time for Neural Network: 1.2136387825012207 seconds
Testing time for Neural Network: 0.0008900165557861328 seconds
RMSE for Neural Network: 256.28316221088755
MAE for Neural Network: 196.29480706871422
Training time for Neural Network: 0.8948521614074707 seconds
Testing time for Neural Network: 0.0017828941345214844 seconds
RMSE for Neural Network: 256.4795452603014
MAE for Neural Network: 196.54857980559117
Training time for Neural Network: 0.8404850959777832 seconds
Testing time for Neural Network: 0.0009710788726806641 seconds
RMSE for Neural Network: 0.26222029878314046
MAE for Neural Network: 0.19429651308620768
Training time for Neural Network: 0.7948341369628906 seconds
Testing time for Neural Network: 0.00146484375 seconds
RMSE for Neural Network: 0.30920497952492626
MAE for Neural Network: 0.2530042921470161
Training time for Neural Network: 0.5769898891448975 seconds
Testing time for Neural Network: 0.0013530254364013672 seconds
RMSE for Neural Network: 0.29988465415449966
MAE for Neural Network: 0.24089426047415977
Training time for Neural Network: 0.6162750720977783 seconds
Testing time for Neural Network: 0.0008208751678466797 seconds
RMSE for Neural Network: 256.6833890448527
MAE for Neural Network: 196.81184914617154
Training time for Neural Network: 0.6801481246948242 seconds
Testing time for Neural Network: 0.0008318424224853516 seconds
RMSE for Neural Network: 0.20417125448177992
MAE for Neural Network: 0.144270675324081
Training time for Neural Network: 0.7495951652526855 seconds
Testing time for Neural Network: 0.0006728172302246094 seconds
RMSE for Neural Network: 256.63759471546814
MAE for Neural Network: 196.7527174067602
Training time for Neural Network: 0.5408241748809814 seconds
Testing time for Neural Network: 0.0013339519500732422 seconds
RMSE for Neural Network: 0.4372249447243359
MAE for Neural Network: 0.3502447628691905
Training time for Neural Network: 0.20332002639770508 seconds
Testing time for Neural Network: 0.0015747547149658203 seconds
RMSE for Neural Network: 257.4231904004691
MAE for Neural Network: 197.77570169501655
Training time for Neural Network: 0.6144330501556396 seconds
Testing time for Neural Network: 0.0011749267578125 seconds
RMSE for Neural Network: 0.18031049829660034
MAE for Neural Network: 0.13287222180708588
Training time for Neural Network: 0.6349170207977295 seconds
Testing time for Neural Network: 0.0009987354278564453 seconds
RMSE for Neural Network: 257.4103336422977
MAE for Neural Network: 197.75896715658436
Training time for Neural Network: 0.6095411777496338 seconds
Testing time for Neural Network: 0.0009317398071289062 seconds
RMSE for Neural Network: 257.0367069005326
MAE for Neural Network: 197.2723952287047
Training time for Neural Network: 0.6498172283172607 seconds
Testing time for Neural Network: 0.0016109943389892578 seconds
RMSE for Neural Network: 257.3766608844622
MAE for Neural Network: 197.71513546776185
Training time for Neural Network: 0.5794210433959961 seconds
Testing time for Neural Network: 0.0012450218200683594 seconds
RMSE for Neural Network: 0.151310546777161
MAE for Neural Network: 0.11045996123821246
Training time for Neural Network: 0.6107919216156006 seconds
Testing time for Neural Network: 0.0008990764617919922 seconds
RMSE for Neural Network: 0.2830884645305246
MAE for Neural Network: 0.2173713222145347
Training time for Neural Network: 0.5306577682495117 seconds
Testing time for Neural Network: 0.0008301734924316406 seconds
RMSE for Neural Network: 258.43209032311506
MAE for Neural Network: 199.08710288156465
Training time for Neural Network: 1.3718740940093994 seconds
Testing time for Neural Network: 0.0009181499481201172 seconds
RMSE for Neural Network: 258.00509149674394
MAE for Neural Network: 198.53250732120225
Training time for Neural Network: 0.6733570098876953 seconds
Testing time for Neural Network: 0.0018777847290039062 seconds
RMSE for Neural Network: 0.3230396146642706
MAE for Neural Network: 0.26113482142206335
Training time for Neural Network: 0.6164557933807373 seconds
Testing time for Neural Network: 0.0008530616760253906 seconds
RMSE for Neural Network: 257.20885028775984
MAE for Neural Network: 197.49663767100256
Training time for Neural Network: 1.0234310626983643 seconds
Testing time for Neural Network: 0.0009620189666748047 seconds
RMSE for Neural Network: 257.8042811680935
MAE for Neural Network: 198.2714720114758
Training time for Neural Network: 0.8134698867797852 seconds
Testing time for Neural Network: 0.0009419918060302734 seconds
RMSE for Neural Network: 257.7472211577201
MAE for Neural Network: 198.19727354211176
Training time for Neural Network: 0.7014195919036865 seconds
Testing time for Neural Network: 0.0009043216705322266 seconds
RMSE for Neural Network: 0.2683000216923801
MAE for Neural Network: 0.2179230833917952
Training time for Neural Network: 0.6226620674133301 seconds
Testing time for Neural Network: 0.0018389225006103516 seconds
RMSE for Neural Network: 258.32845990047235
MAE for Neural Network: 198.95256323945654
Training time for Neural Network: 0.6869280338287354 seconds
Testing time for Neural Network: 0.0008652210235595703 seconds
RMSE for Neural Network: 0.22607283303109213
MAE for Neural Network: 0.17976993795592647
Training time for Neural Network: 0.6965529918670654 seconds
Testing time for Neural Network: 0.0029098987579345703 seconds
RMSE for Neural Network: 0.20548967650973796
MAE for Neural Network: 0.17123406014006545
Training time for Neural Network: 0.7326028347015381 seconds
Testing time for Neural Network: 0.0010170936584472656 seconds
RMSE for Neural Network: 258.38664403355733
MAE for Neural Network: 199.02810615569922
Training time for Neural Network: 0.7224729061126709 seconds
Testing time for Neural Network: 0.0008661746978759766 seconds
RMSE for Neural Network: 0.1559558802286526
MAE for Neural Network: 0.1189310463330984
Training time for Neural Network: 0.6974689960479736 seconds
Testing time for Neural Network: 0.001543283462524414 seconds
RMSE for Neural Network: 258.04087545313337
MAE for Neural Network: 198.57900853216958
Training time for Neural Network: 0.6153039932250977 seconds
Testing time for Neural Network: 0.0008420944213867188 seconds
RMSE for Neural Network: 257.70314756379776
MAE for Neural Network: 198.13995429818922
Training time for Neural Network: 0.5965068340301514 seconds
Testing time for Neural Network: 0.0013360977172851562 seconds
RMSE for Neural Network: 15.323957525723825
MAE for Neural Network: 11.817220780261088
Training time for Neural Network: 0.6514370441436768 seconds
Testing time for Neural Network: 0.0009710788726806641 seconds
RMSE for Neural Network: 0.2310719029165496
MAE for Neural Network: 0.18131285587266366
Training time for Neural Network: 0.6758332252502441 seconds
Testing time for Neural Network: 0.0013849735260009766 seconds
RMSE for Neural Network: 256.5965273258303
MAE for Neural Network: 196.69968301447648
Training time for Neural Network: 0.6731672286987305 seconds
Testing time for Neural Network: 0.0017108917236328125 seconds
RMSE for Neural Network: 0.22544952331269053
MAE for Neural Network: 0.1847343618318922
Training time for Neural Network: 0.6615941524505615 seconds
Testing time for Neural Network: 0.0008549690246582031 seconds
RMSE for Neural Network: 256.3652663318085
MAE for Neural Network: 196.4009213996592
Training time for Neural Network: 0.573901891708374 seconds
Testing time for Neural Network: 0.0013170242309570312 seconds
RMSE for Neural Network: 0.2749130617943427
MAE for Neural Network: 0.21328469503277403
Training time for Neural Network: 0.6664118766784668 seconds
Testing time for Neural Network: 0.0006699562072753906 seconds
RMSE for Neural Network: 0.3469378547363735
MAE for Neural Network: 0.2616049511203483
Training time for Neural Network: 0.6789963245391846 seconds
Testing time for Neural Network: 0.0026030540466308594 seconds
RMSE for Neural Network: 255.8673050982629
MAE for Neural Network: 195.7597182067819
Training time for Neural Network: 0.6879370212554932 seconds
Testing time for Neural Network: 0.0016849040985107422 seconds
RMSE for Neural Network: 256.938624038965
MAE for Neural Network: 197.14458082340636
Training time for Neural Network: 1.231398105621338 seconds
Testing time for Neural Network: 0.002526998519897461 seconds
RMSE for Neural Network: 0.320831881131167
MAE for Neural Network: 0.25941670059966754
Training time for Neural Network: 0.6229503154754639 seconds
Testing time for Neural Network: 0.0014448165893554688 seconds
RMSE for Neural Network: 0.2793189192720853
MAE for Neural Network: 0.20716516885917513
Training time for Neural Network: 0.7124643325805664 seconds
Testing time for Neural Network: 0.004778861999511719 seconds
RMSE for Neural Network: 0.39840640845011777
MAE for Neural Network: 0.3276665859990105
Training time for Neural Network: 0.9780678749084473 seconds
Testing time for Neural Network: 0.0030379295349121094 seconds
RMSE for Neural Network: 0.27678427909753656
MAE for Neural Network: 0.21909733863328068
Training time for Neural Network: 0.7048840522766113 seconds
Testing time for Neural Network: 0.0007207393646240234 seconds
RMSE for Neural Network: 257.940286278779
MAE for Neural Network: 198.44828170225728
Training time for Neural Network: 0.5880262851715088 seconds
Testing time for Neural Network: 0.0009720325469970703 seconds
RMSE for Neural Network: 0.3287127815709869
MAE for Neural Network: 0.24417427447477866
Training time for Neural Network: 0.5852220058441162 seconds
Testing time for Neural Network: 0.0008459091186523438 seconds
RMSE for Neural Network: 257.40307447922066
MAE for Neural Network: 197.74951827085505
Training time for Neural Network: 0.5030210018157959 seconds
Testing time for Neural Network: 0.0008289813995361328 seconds
RMSE for Neural Network: 0.28950557487133016
MAE for Neural Network: 0.24100362942454504
Training time for Neural Network: 0.6474809646606445 seconds
Testing time for Neural Network: 0.0010221004486083984 seconds
RMSE for Neural Network: 256.1528148098239
MAE for Neural Network: 196.12629215265864
Training time for Neural Network: 0.6201891899108887 seconds
Testing time for Neural Network: 0.0009739398956298828 seconds
RMSE for Neural Network: 0.28021930870491035
MAE for Neural Network: 0.22675393133680646
Training time for Neural Network: 0.46446895599365234 seconds
Testing time for Neural Network: 0.0026040077209472656 seconds
RMSE for Neural Network: 257.61752735057775
MAE for Neural Network: 198.0285828440573
Training time for Neural Network: 0.5050740242004395 seconds
Testing time for Neural Network: 0.0010111331939697266 seconds
RMSE for Neural Network: 0.25095587097413813
MAE for Neural Network: 0.18998055398071031
Training time for Neural Network: 0.6027829647064209 seconds
Testing time for Neural Network: 0.0009109973907470703 seconds
RMSE for Neural Network: 257.99604093221325
MAE for Neural Network: 198.5207454189518
Training time for Neural Network: 0.6356737613677979 seconds
Testing time for Neural Network: 0.0008921623229980469 seconds
RMSE for Neural Network: 258.41673348457334
MAE for Neural Network: 199.06716798567518
Training time for Neural Network: 0.567018985748291 seconds
Testing time for Neural Network: 0.0006499290466308594 seconds
RMSE for Neural Network: 0.1813731197270999
MAE for Neural Network: 0.1401128768593023
Training time for Neural Network: 0.3588600158691406 seconds
Testing time for Neural Network: 0.0008001327514648438 seconds
RMSE for Neural Network: 257.91184634414697
MAE for Neural Network: 198.41131446983275
Training time for Neural Network: 0.5687217712402344 seconds
Testing time for Neural Network: 0.0006451606750488281 seconds
RMSE for Neural Network: 0.17763273402974808
MAE for Neural Network: 0.13299971614279602
Training time for Neural Network: 0.6068470478057861 seconds
Testing time for Neural Network: 0.0009002685546875 seconds
RMSE for Neural Network: 0.2506360571231396
MAE for Neural Network: 0.19886330658331894
Training time for Neural Network: 0.6441810131072998 seconds
Testing time for Neural Network: 0.0009610652923583984 seconds
RMSE for Neural Network: 0.22205349948450157
MAE for Neural Network: 0.17356966565298917
Training time for Neural Network: 0.578322172164917 seconds
Testing time for Neural Network: 0.0013580322265625 seconds
RMSE for Neural Network: 257.83052183228375
MAE for Neural Network: 198.3055904741663
Training time for Neural Network: 0.6002459526062012 seconds
Testing time for Neural Network: 0.0008671283721923828 seconds
RMSE for Neural Network: 0.12806458624517972
MAE for Neural Network: 0.09727434770943028
Training time for Neural Network: 0.6491701602935791 seconds
Testing time for Neural Network: 0.0012958049774169922 seconds
RMSE for Neural Network: 256.57309941451535
MAE for Neural Network: 196.66942556147183
Training time for Neural Network: 1.199903964996338 seconds
Testing time for Neural Network: 0.0026853084564208984 seconds
RMSE for Neural Network: 258.20969004026296
MAE for Neural Network: 198.7983230706151
Training time for Neural Network: 0.1796400547027588 seconds
Testing time for Neural Network: 0.000621795654296875 seconds
RMSE for Neural Network: 256.17479304253806
MAE for Neural Network: 196.1547101540462
Training time for Neural Network: 1.0460319519042969 seconds
Testing time for Neural Network: 0.0027008056640625 seconds
RMSE for Neural Network: 256.1366953737183
MAE for Neural Network: 196.1054485202065
Training time for Neural Network: 1.3451881408691406 seconds
Testing time for Neural Network: 0.0008509159088134766 seconds
RMSE for Neural Network: 256.6657431711267
MAE for Neural Network: 196.7890648603642
Training time for Neural Network: 0.7204949855804443 seconds
Testing time for Neural Network: 0.006098031997680664 seconds
RMSE for Neural Network: 256.8418494616135
MAE for Neural Network: 197.01843786778463
Training time for Neural Network: 0.6268842220306396 seconds
Testing time for Neural Network: 0.00403285026550293 seconds
RMSE for Neural Network: 257.51949721186645
MAE for Neural Network: 197.901037564871
Training time for Neural Network: 0.6630401611328125 seconds
Testing time for Neural Network: 0.001943826675415039 seconds
RMSE for Neural Network: 257.94983545914346
MAE for Neural Network: 198.46069343423952
Training time for Neural Network: 0.7895967960357666 seconds
Testing time for Neural Network: 0.0022101402282714844 seconds
RMSE for Neural Network: 257.53787759912456
MAE for Neural Network: 197.92495452383378
Training time for Neural Network: 0.6406641006469727 seconds
Testing time for Neural Network: 0.0006368160247802734 seconds
RMSE for Neural Network: 0.24710305229842747
MAE for Neural Network: 0.18462192616767742
Training time for Neural Network: 0.7287049293518066 seconds
Testing time for Neural Network: 0.002395153045654297 seconds
RMSE for Neural Network: 257.33416323370244
MAE for Neural Network: 197.65981076635134
Training time for Neural Network: 0.7086241245269775 seconds
Testing time for Neural Network: 0.0014848709106445312 seconds
RMSE for Neural Network: 0.26702351941779745
MAE for Neural Network: 0.2190455008967918
Training time for Neural Network: 0.603740930557251 seconds
Testing time for Neural Network: 0.0006263256072998047 seconds
RMSE for Neural Network: 257.24017926376905
MAE for Neural Network: 197.53743709144362
Training time for Neural Network: 0.7507178783416748 seconds
Testing time for Neural Network: 0.0008080005645751953 seconds
RMSE for Neural Network: 258.2301520899271
MAE for Neural Network: 198.82489953068477
Training time for Neural Network: 0.6501953601837158 seconds
Testing time for Neural Network: 0.0008907318115234375 seconds
RMSE for Neural Network: 0.23707145313710654
MAE for Neural Network: 0.18115315836196974
Training time for Neural Network: 0.6848409175872803 seconds
Testing time for Neural Network: 0.0020143985748291016 seconds
RMSE for Neural Network: 257.548042878191
MAE for Neural Network: 197.93818129756198
Training time for Neural Network: 0.7488210201263428 seconds
Testing time for Neural Network: 0.0007801055908203125 seconds
RMSE for Neural Network: 0.20584296472109545
MAE for Neural Network: 0.16621944792599927
Training time for Neural Network: 0.681182861328125 seconds
Testing time for Neural Network: 0.003973960876464844 seconds
RMSE for Neural Network: 0.3514813149279791
MAE for Neural Network: 0.280815215434526
Training time for Neural Network: 0.6849761009216309 seconds
Testing time for Neural Network: 0.0018420219421386719 seconds
RMSE for Neural Network: 0.23346523600371716
MAE for Neural Network: 0.18086832737199998
Training time for Neural Network: 0.6858160495758057 seconds
Testing time for Neural Network: 0.0015377998352050781 seconds
RMSE for Neural Network: 256.0783346670087
MAE for Neural Network: 196.02997602686958
Training time for Neural Network: 0.6666288375854492 seconds
Testing time for Neural Network: 0.0007722377777099609 seconds
RMSE for Neural Network: 0.221459948566527
MAE for Neural Network: 0.16803282652128698
Training time for Neural Network: 0.7340250015258789 seconds
Testing time for Neural Network: 0.0007431507110595703 seconds
RMSE for Neural Network: 257.8354988276864
MAE for Neural Network: 198.31206135967088
Training time for Neural Network: 0.6262569427490234 seconds
Testing time for Neural Network: 0.0006961822509765625 seconds
RMSE for Neural Network: 258.22508346592
MAE for Neural Network: 198.8183164499221
Training time for Neural Network: 0.7762718200683594 seconds
Testing time for Neural Network: 0.006128072738647461 seconds
RMSE for Neural Network: 0.21851853020837053
MAE for Neural Network: 0.1568174189000043
Training time for Neural Network: 1.087190866470337 seconds
Testing time for Neural Network: 0.0016252994537353516 seconds
RMSE for Neural Network: 255.9645033194959
MAE for Neural Network: 195.88273350656033
Training time for Neural Network: 1.545731782913208 seconds
Testing time for Neural Network: 0.0008597373962402344 seconds
RMSE for Neural Network: 0.3103831891924001
MAE for Neural Network: 0.24217814039757252
Training time for Neural Network: 0.7569620609283447 seconds
Testing time for Neural Network: 0.0010018348693847656 seconds
RMSE for Neural Network: 0.2339153508431169
MAE for Neural Network: 0.17016796116288113
Training time for Neural Network: 0.4660980701446533 seconds
Testing time for Neural Network: 0.000888824462890625 seconds
RMSE for Neural Network: 257.39638592850105
MAE for Neural Network: 197.74081195861888
Training time for Neural Network: 0.5977892875671387 seconds
Testing time for Neural Network: 0.0006771087646484375 seconds
RMSE for Neural Network: 256.93342217342075
MAE for Neural Network: 197.13780118167406
Training time for Neural Network: 0.6726329326629639 seconds
Testing time for Neural Network: 0.0031490325927734375 seconds
RMSE for Neural Network: 256.6873787951557
MAE for Neural Network: 196.81702075208784
Training time for Neural Network: 0.380856990814209 seconds
Testing time for Neural Network: 0.0013439655303955078 seconds
RMSE for Neural Network: 0.2628144783347969
MAE for Neural Network: 0.21147825287011535
Training time for Neural Network: 0.6568930149078369 seconds
Testing time for Neural Network: 0.0009679794311523438 seconds
RMSE for Neural Network: 257.9009885184283
MAE for Neural Network: 198.3972003426018
Training time for Neural Network: 0.1773209571838379 seconds
Testing time for Neural Network: 0.00048828125 seconds
RMSE for Neural Network: 0.19246184010227138
MAE for Neural Network: 0.1506241074250283
Training time for Neural Network: 0.6503400802612305 seconds
Testing time for Neural Network: 0.001348733901977539 seconds
RMSE for Neural Network: 257.3842867143424
MAE for Neural Network: 197.7250623275937
Training time for Neural Network: 0.6286840438842773 seconds
Testing time for Neural Network: 0.0007009506225585938 seconds
RMSE for Neural Network: 0.18791192727769782
MAE for Neural Network: 0.14434794962497194
Training time for Neural Network: 0.5816371440887451 seconds
Testing time for Neural Network: 0.001374959945678711 seconds
RMSE for Neural Network: 0.33472043430622617
MAE for Neural Network: 0.2620590032534552
Training time for Neural Network: 0.6260550022125244 seconds
Testing time for Neural Network: 0.0008771419525146484 seconds
RMSE for Neural Network: 0.13790354993269718
MAE for Neural Network: 0.1080007885786296
Training time for Neural Network: 0.6036112308502197 seconds
Testing time for Neural Network: 0.0008900165557861328 seconds
RMSE for Neural Network: 257.71745237655165
MAE for Neural Network: 198.15855894828303
Training time for Neural Network: 0.6288793087005615 seconds
Testing time for Neural Network: 0.0014939308166503906 seconds
RMSE for Neural Network: 0.2790224501635877
MAE for Neural Network: 0.22253545606472094
Training time for Neural Network: 0.49358487129211426 seconds
Testing time for Neural Network: 0.0007851123809814453 seconds
RMSE for Neural Network: 257.34337035317515
MAE for Neural Network: 197.67179740603228
Training time for Neural Network: 0.6961171627044678 seconds
Testing time for Neural Network: 0.00095367431640625 seconds
RMSE for Neural Network: 0.18641765907992489
MAE for Neural Network: 0.13962844445958775
Training time for Neural Network: 0.5545680522918701 seconds
Testing time for Neural Network: 0.0013289451599121094 seconds
RMSE for Neural Network: 257.57551098626925
MAE for Neural Network: 197.97392021384456
Training time for Neural Network: 0.654472827911377 seconds
Testing time for Neural Network: 0.0015370845794677734 seconds
RMSE for Neural Network: 257.0297795379192
MAE for Neural Network: 197.26336911426642
Training time for Neural Network: 0.6255297660827637 seconds
Testing time for Neural Network: 0.0011703968048095703 seconds
RMSE for Neural Network: 257.9230764415437
MAE for Neural Network: 198.42591208325183
Training time for Neural Network: 1.2244040966033936 seconds
Testing time for Neural Network: 0.0017600059509277344 seconds
RMSE for Neural Network: 258.06139133513494
MAE for Neural Network: 198.60566689504518
Training time for Neural Network: 0.9235470294952393 seconds
Testing time for Neural Network: 0.0009670257568359375 seconds
RMSE for Neural Network: 258.20948555781877
MAE for Neural Network: 198.79805747801808
Training time for Neural Network: 0.7298240661621094 seconds
Testing time for Neural Network: 0.0008592605590820312 seconds
RMSE for Neural Network: 256.89838993133907
MAE for Neural Network: 197.09214082330718
Training time for Neural Network: 1.103855848312378 seconds
Testing time for Neural Network: 0.0012311935424804688 seconds
RMSE for Neural Network: 0.16847295142006502
MAE for Neural Network: 0.1288971097725566
Training time for Neural Network: 1.1261858940124512 seconds
Testing time for Neural Network: 0.0013539791107177734 seconds
RMSE for Neural Network: 257.6194930891943
MAE for Neural Network: 198.0311400879504
Training time for Neural Network: 0.6121959686279297 seconds
Testing time for Neural Network: 0.0007979869842529297 seconds
RMSE for Neural Network: 258.40653709459554
MAE for Neural Network: 199.05393148144697
Training time for Neural Network: 0.6759209632873535 seconds
Testing time for Neural Network: 0.0007770061492919922 seconds
RMSE for Neural Network: 0.5648439474376785
MAE for Neural Network: 0.45476629034183047
Training time for Neural Network: 0.745640754699707 seconds
Testing time for Neural Network: 0.0029358863830566406 seconds
RMSE for Neural Network: 0.29407955521975493
MAE for Neural Network: 0.23030624950165224
Training time for Neural Network: 0.6758136749267578 seconds
Testing time for Neural Network: 0.0019981861114501953 seconds
RMSE for Neural Network: 257.2062227813522
MAE for Neural Network: 197.49321573778326
Training time for Neural Network: 0.7232081890106201 seconds
Testing time for Neural Network: 0.0006568431854248047 seconds
RMSE for Neural Network: 0.18889425126311088
MAE for Neural Network: 0.14667926248243496
Training time for Neural Network: 0.3957691192626953 seconds
Testing time for Neural Network: 0.0008080005645751953 seconds
RMSE for Neural Network: 0.39791453073452454
MAE for Neural Network: 0.32188362579955393
Training time for Neural Network: 0.7674329280853271 seconds
Testing time for Neural Network: 0.0013949871063232422 seconds
RMSE for Neural Network: 0.17669068111514463
MAE for Neural Network: 0.1382330489808836
Training time for Neural Network: 0.7208242416381836 seconds
Testing time for Neural Network: 0.0020978450775146484 seconds
RMSE for Neural Network: 258.19296507756894
MAE for Neural Network: 198.77659932835846
Training time for Neural Network: 0.7095918655395508 seconds
Testing time for Neural Network: 0.0008580684661865234 seconds
RMSE for Neural Network: 0.21871549401091192
MAE for Neural Network: 0.17711625002534384
Training time for Neural Network: 0.5998010635375977 seconds
Testing time for Neural Network: 0.000843048095703125 seconds
RMSE for Neural Network: 258.1612931767359
MAE for Neural Network: 198.7354586370651
Training time for Neural Network: 0.76767897605896 seconds
Testing time for Neural Network: 0.001886129379272461 seconds
RMSE for Neural Network: 256.6849332235976
MAE for Neural Network: 196.81384293171357
Training time for Neural Network: 0.5928089618682861 seconds
Testing time for Neural Network: 0.0007700920104980469 seconds
RMSE for Neural Network: 0.4555393803188817
MAE for Neural Network: 0.34475659595945096
Training time for Neural Network: 0.774838924407959 seconds
Testing time for Neural Network: 0.0015628337860107422 seconds
RMSE for Neural Network: 256.66592657891
MAE for Neural Network: 196.78930168145217
Training time for Neural Network: 0.9367551803588867 seconds
Testing time for Neural Network: 0.0019567012786865234 seconds
RMSE for Neural Network: 256.1652394901179
MAE for Neural Network: 196.1423575585315
Training time for Neural Network: 0.6232709884643555 seconds
Testing time for Neural Network: 0.0013148784637451172 seconds
RMSE for Neural Network: 0.21379878503756994
MAE for Neural Network: 0.16692389504241778
Training time for Neural Network: 0.6059811115264893 seconds
Testing time for Neural Network: 0.0014348030090332031 seconds
RMSE for Neural Network: 0.1814627899387327
MAE for Neural Network: 0.14572258421017847
Training time for Neural Network: 0.6595690250396729 seconds
Testing time for Neural Network: 0.0009140968322753906 seconds
RMSE for Neural Network: 256.42758650901214
MAE for Neural Network: 196.4814502766519
Training time for Neural Network: 0.6920320987701416 seconds
Testing time for Neural Network: 0.0014259815216064453 seconds
RMSE for Neural Network: 0.4571541719436713
MAE for Neural Network: 0.364980886728426
Training time for Neural Network: 0.5619189739227295 seconds
Testing time for Neural Network: 0.0008828639984130859 seconds
RMSE for Neural Network: 256.2721959437523
MAE for Neural Network: 196.28063205614632
Training time for Neural Network: 0.5543992519378662 seconds
Testing time for Neural Network: 0.001062154769897461 seconds
RMSE for Neural Network: 255.92176201071356
MAE for Neural Network: 195.82743503299633
Training time for Neural Network: 0.6392569541931152 seconds
Testing time for Neural Network: 0.0016779899597167969 seconds
RMSE for Neural Network: 256.73567041487365
MAE for Neural Network: 196.87999819274336
Training time for Neural Network: 0.6508879661560059 seconds
Testing time for Neural Network: 0.0008680820465087891 seconds
RMSE for Neural Network: 258.4200149978996
MAE for Neural Network: 199.07142782557884
Training time for Neural Network: 1.1662566661834717 seconds
Testing time for Neural Network: 0.0008101463317871094 seconds
RMSE for Neural Network: 0.24623909899774532
MAE for Neural Network: 0.1887810126279378
Training time for Neural Network: 0.6502888202667236 seconds
Testing time for Neural Network: 0.0009329319000244141 seconds
RMSE for Neural Network: 257.6469168743465
MAE for Neural Network: 198.06681448404328
Training time for Neural Network: 0.6253080368041992 seconds
Testing time for Neural Network: 0.0015459060668945312 seconds
RMSE for Neural Network: 0.20274165567430513
MAE for Neural Network: 0.15810033369717336
Training time for Neural Network: 0.5995347499847412 seconds
Testing time for Neural Network: 0.002759218215942383 seconds
RMSE for Neural Network: 0.23883058281556896
MAE for Neural Network: 0.17365849393385374
Training time for Neural Network: 0.5915000438690186 seconds
Testing time for Neural Network: 0.0009219646453857422 seconds
RMSE for Neural Network: 256.2993988824028
MAE for Neural Network: 196.31579382863166
Training time for Neural Network: 0.1909799575805664 seconds
Testing time for Neural Network: 0.0005471706390380859 seconds
RMSE for Neural Network: 0.21988319384925537
MAE for Neural Network: 0.16565863035343553
Training time for Neural Network: 0.6064751148223877 seconds
Testing time for Neural Network: 0.0019860267639160156 seconds
RMSE for Neural Network: 10.59917791895928
MAE for Neural Network: 8.60973270723981
Training time for Neural Network: 0.6212291717529297 seconds
Testing time for Neural Network: 0.0025818347930908203 seconds
RMSE for Neural Network: 257.43833597440204
MAE for Neural Network: 197.79541464419518
Training time for Neural Network: 0.7025210857391357 seconds
Testing time for Neural Network: 0.0009570121765136719 seconds
RMSE for Neural Network: 0.16663297844569913
MAE for Neural Network: 0.13147669274947862
Training time for Neural Network: 0.5723302364349365 seconds
Testing time for Neural Network: 0.0012581348419189453 seconds
RMSE for Neural Network: 257.6222393724014
MAE for Neural Network: 198.03471272544846
Training time for Neural Network: 0.5258362293243408 seconds
Testing time for Neural Network: 0.0008208751678466797 seconds
RMSE for Neural Network: 256.85806831797527
MAE for Neural Network: 197.03958101113002
Training time for Neural Network: 0.6429240703582764 seconds
Testing time for Neural Network: 0.001394033432006836 seconds
RMSE for Neural Network: 256.18987824317827
MAE for Neural Network: 196.1742144232391
Training time for Neural Network: 0.5555870532989502 seconds
Testing time for Neural Network: 0.0007450580596923828 seconds
RMSE for Neural Network: 257.1994795416846
MAE for Neural Network: 197.48443356759392
Training time for Neural Network: 0.5984880924224854 seconds
Testing time for Neural Network: 0.001399993896484375 seconds
RMSE for Neural Network: 257.32161553769174
MAE for Neural Network: 197.64347458979674
Training time for Neural Network: 0.6220479011535645 seconds
Testing time for Neural Network: 0.0009419918060302734 seconds
RMSE for Neural Network: 257.4658675523289
MAE for Neural Network: 197.83124672172835
Training time for Neural Network: 0.6348550319671631 seconds
Testing time for Neural Network: 0.0009109973907470703 seconds
RMSE for Neural Network: 0.40220151159288714
MAE for Neural Network: 0.3233044358483898
Training time for Neural Network: 1.102543830871582 seconds
Testing time for Neural Network: 0.0019910335540771484 seconds
RMSE for Neural Network: 0.13977707947373416
MAE for Neural Network: 0.11008321370239013
Training time for Neural Network: 0.5762639045715332 seconds
Testing time for Neural Network: 0.002135038375854492 seconds
RMSE for Neural Network: 257.5766658915029
MAE for Neural Network: 197.9754228099613
Training time for Neural Network: 0.5120513439178467 seconds
Testing time for Neural Network: 0.0008409023284912109 seconds
RMSE for Neural Network: 256.22977856696315
MAE for Neural Network: 196.22579926856918
Training time for Neural Network: 0.6337699890136719 seconds
Testing time for Neural Network: 0.0006928443908691406 seconds
RMSE for Neural Network: 256.81633020822744
MAE for Neural Network: 196.98516869709078
Training time for Neural Network: 0.5954210758209229 seconds
Testing time for Neural Network: 0.0008962154388427734 seconds
RMSE for Neural Network: 257.67885182054437
MAE for Neural Network: 198.10835393933814
Training time for Neural Network: 0.6468749046325684 seconds
Testing time for Neural Network: 0.0008590221405029297 seconds
RMSE for Neural Network: 256.6091234998831
MAE for Neural Network: 196.71595033612581
Training time for Neural Network: 0.6395649909973145 seconds
Testing time for Neural Network: 0.0006909370422363281 seconds
RMSE for Neural Network: 257.389860951518
MAE for Neural Network: 197.73231841467341
Training time for Neural Network: 0.60123610496521 seconds
Testing time for Neural Network: 0.0009100437164306641 seconds
RMSE for Neural Network: 258.4572875768596
MAE for Neural Network: 199.1198099802918
Training time for Neural Network: 0.5903496742248535 seconds
Testing time for Neural Network: 0.0012362003326416016 seconds
RMSE for Neural Network: 257.09683640017585
MAE for Neural Network: 197.35073476422326
Training time for Neural Network: 1.1305601596832275 seconds
Testing time for Neural Network: 0.008633852005004883 seconds
RMSE for Neural Network: 256.62823885723054
MAE for Neural Network: 196.74063578304091
Training time for Neural Network: 0.817147970199585 seconds
Testing time for Neural Network: 0.004652738571166992 seconds
RMSE for Neural Network: 0.6641535767453755
MAE for Neural Network: 0.5239644134927427
Training time for Neural Network: 0.6644349098205566 seconds
Testing time for Neural Network: 0.0009279251098632812 seconds
RMSE for Neural Network: 0.1714586560208453
MAE for Neural Network: 0.13936148761996453
Training time for Neural Network: 0.7955493927001953 seconds
Testing time for Neural Network: 0.0013077259063720703 seconds
RMSE for Neural Network: 0.12599709094782066
MAE for Neural Network: 0.09802866767317293
Training time for Neural Network: 0.722379207611084 seconds
Testing time for Neural Network: 0.0011539459228515625 seconds
RMSE for Neural Network: 258.302818059886
MAE for Neural Network: 198.91926765066924
Training time for Neural Network: 0.737368106842041 seconds
Testing time for Neural Network: 0.0014390945434570312 seconds
RMSE for Neural Network: 258.45588713778614
MAE for Neural Network: 199.11799220858978
Training time for Neural Network: 0.6394689083099365 seconds
Testing time for Neural Network: 0.0038137435913085938 seconds
RMSE for Neural Network: 256.57334102842617
MAE for Neural Network: 196.6697376188852
Training time for Neural Network: 0.6760530471801758 seconds
Testing time for Neural Network: 0.002396821975708008 seconds
RMSE for Neural Network: 256.0699298774462
MAE for Neural Network: 196.01910589048944
Training time for Neural Network: 0.7043230533599854 seconds
Testing time for Neural Network: 0.0013568401336669922 seconds
RMSE for Neural Network: 257.92483482372603
MAE for Neural Network: 198.42819770346745
Training time for Neural Network: 0.6747598648071289 seconds
Testing time for Neural Network: 0.00086212158203125 seconds
RMSE for Neural Network: 0.25911952363708624
MAE for Neural Network: 0.20510506036842982
Training time for Neural Network: 0.8185391426086426 seconds
Testing time for Neural Network: 0.007347822189331055 seconds
RMSE for Neural Network: 258.0496325371866
MAE for Neural Network: 198.59038767668747
Training time for Neural Network: 0.8111400604248047 seconds
Testing time for Neural Network: 0.0007240772247314453 seconds
RMSE for Neural Network: 0.2288494282345382
MAE for Neural Network: 0.17166596242424312
Training time for Neural Network: 0.6311709880828857 seconds
Testing time for Neural Network: 0.0006809234619140625 seconds
RMSE for Neural Network: 0.24067797069707422
MAE for Neural Network: 0.17558915886013943
Training time for Neural Network: 0.583118200302124 seconds
Testing time for Neural Network: 0.0009200572967529297 seconds
RMSE for Neural Network: 256.2358782178159
MAE for Neural Network: 196.23368465884107
Training time for Neural Network: 0.6587131023406982 seconds
Testing time for Neural Network: 0.003305196762084961 seconds
RMSE for Neural Network: 0.15793982886775385
MAE for Neural Network: 0.12451083193559341
Training time for Neural Network: 0.7070860862731934 seconds
Testing time for Neural Network: 0.0008728504180908203 seconds
RMSE for Neural Network: 0.24197037348444747
MAE for Neural Network: 0.18475978988687253
Training time for Neural Network: 0.650723934173584 seconds
Testing time for Neural Network: 0.001983165740966797 seconds
RMSE for Neural Network: 257.5607057454274
MAE for Neural Network: 197.95465735638209
Training time for Neural Network: 0.5396101474761963 seconds
Testing time for Neural Network: 0.0009019374847412109 seconds
RMSE for Neural Network: 257.0877616328307
MAE for Neural Network: 197.33891254990522
Training time for Neural Network: 0.5102248191833496 seconds
Testing time for Neural Network: 0.0008261203765869141 seconds
RMSE for Neural Network: 0.18649041758055457
MAE for Neural Network: 0.1460299092956195
Training time for Neural Network: 0.5861167907714844 seconds
Testing time for Neural Network: 0.0010051727294921875 seconds
RMSE for Neural Network: 257.3725576758483
MAE for Neural Network: 197.70979406596905
Training time for Neural Network: 0.6360766887664795 seconds
Testing time for Neural Network: 0.0007910728454589844 seconds
RMSE for Neural Network: 258.4239784947716
MAE for Neural Network: 199.0765729212409
Training time for Neural Network: 0.5626177787780762 seconds
Testing time for Neural Network: 0.00096893310546875 seconds
RMSE for Neural Network: 0.22118216766511986
MAE for Neural Network: 0.1789088768922192
Training time for Neural Network: 0.6446750164031982 seconds
Testing time for Neural Network: 0.0006351470947265625 seconds
RMSE for Neural Network: 257.5769704990173
MAE for Neural Network: 197.9758191205473
Training time for Neural Network: 0.5676820278167725 seconds
Testing time for Neural Network: 0.0014247894287109375 seconds
RMSE for Neural Network: 257.8308875167933
MAE for Neural Network: 198.30606592511825
Training time for Neural Network: 1.148029088973999 seconds
Testing time for Neural Network: 0.0050487518310546875 seconds
RMSE for Neural Network: 0.20003881833102602
MAE for Neural Network: 0.15311698464717305
Training time for Neural Network: 0.5283257961273193 seconds
Testing time for Neural Network: 0.0013260841369628906 seconds
RMSE for Neural Network: 0.22953056973574304
MAE for Neural Network: 0.17057871766709692
Training time for Neural Network: 0.9034891128540039 seconds
Testing time for Neural Network: 0.0014810562133789062 seconds
RMSE for Neural Network: 257.4350386859956
MAE for Neural Network: 197.7911230775033
Training time for Neural Network: 0.6511399745941162 seconds
Testing time for Neural Network: 0.0014300346374511719 seconds
RMSE for Neural Network: 258.28558024781427
MAE for Neural Network: 198.89688330627533
Training time for Neural Network: 0.658649206161499 seconds
Testing time for Neural Network: 0.0008690357208251953 seconds
RMSE for Neural Network: 0.19284851812413736
MAE for Neural Network: 0.14486677694073177
Training time for Neural Network: 0.557837963104248 seconds
Testing time for Neural Network: 0.002312898635864258 seconds
RMSE for Neural Network: 256.1526641793534
MAE for Neural Network: 196.12609738051833
Training time for Neural Network: 0.5036590099334717 seconds
Testing time for Neural Network: 0.0008070468902587891 seconds
RMSE for Neural Network: 257.2513009591626
MAE for Neural Network: 197.55191993544798
Training time for Neural Network: 0.16907787322998047 seconds
Testing time for Neural Network: 0.0015187263488769531 seconds
RMSE for Neural Network: 257.33778208037535
MAE for Neural Network: 197.66452213547768
Training time for Neural Network: 0.6010129451751709 seconds
Testing time for Neural Network: 0.0008819103240966797 seconds
RMSE for Neural Network: 257.4838397011259
MAE for Neural Network: 197.85463586238023
Training time for Neural Network: 0.6019527912139893 seconds
Testing time for Neural Network: 0.0012259483337402344 seconds
RMSE for Neural Network: 256.0320915980565
MAE for Neural Network: 195.97016552079145
Training time for Neural Network: 0.6232399940490723 seconds
Testing time for Neural Network: 0.003425121307373047 seconds
RMSE for Neural Network: 258.0306842586426
MAE for Neural Network: 198.5657655387336
Training time for Neural Network: 0.6662359237670898 seconds
Testing time for Neural Network: 0.0008449554443359375 seconds
RMSE for Neural Network: 258.20608599682066
MAE for Neural Network: 198.79364192749617
Training time for Neural Network: 1.241393804550171 seconds
Testing time for Neural Network: 0.002279043197631836 seconds
RMSE for Neural Network: 255.8855157884216
MAE for Neural Network: 195.7823313187268
Training time for Neural Network: 0.988731861114502 seconds
Testing time for Neural Network: 0.0006420612335205078 seconds
RMSE for Neural Network: 0.2690294648759325
MAE for Neural Network: 0.2125195530679563
Training time for Neural Network: 0.7658390998840332 seconds
Testing time for Neural Network: 0.0009300708770751953 seconds
RMSE for Neural Network: 255.8723944755205
MAE for Neural Network: 195.76603805229178
Training time for Neural Network: 0.563148021697998 seconds
Testing time for Neural Network: 0.0009148120880126953 seconds
RMSE for Neural Network: 0.3586935232206138
MAE for Neural Network: 0.28510609868354436
Training time for Neural Network: 0.5184950828552246 seconds
Testing time for Neural Network: 0.001489877700805664 seconds
RMSE for Neural Network: 257.95778982180093
MAE for Neural Network: 198.47103202923194
Training time for Neural Network: 0.635915994644165 seconds
Testing time for Neural Network: 0.0009181499481201172 seconds
RMSE for Neural Network: 0.3110173908885593
MAE for Neural Network: 0.2526770167256449
Training time for Neural Network: 0.6445820331573486 seconds
Testing time for Neural Network: 0.0012159347534179688 seconds
RMSE for Neural Network: 0.40772268020031793
MAE for Neural Network: 0.3332279742456711
Training time for Neural Network: 0.5773928165435791 seconds
Testing time for Neural Network: 0.0014331340789794922 seconds
RMSE for Neural Network: 256.04291380601893
MAE for Neural Network: 195.98416358358133
Training time for Neural Network: 0.74546217918396 seconds
Testing time for Neural Network: 0.0017762184143066406 seconds
RMSE for Neural Network: 0.1932266518935474
MAE for Neural Network: 0.1374368180753671
Training time for Neural Network: 0.7276268005371094 seconds
Testing time for Neural Network: 0.0062541961669921875 seconds
RMSE for Neural Network: 0.27509555801489005
MAE for Neural Network: 0.2282772227458296
Training time for Neural Network: 0.7810149192810059 seconds
Testing time for Neural Network: 0.0009319782257080078 seconds
RMSE for Neural Network: 0.23540462268599277
MAE for Neural Network: 0.18577269254673545
Training time for Neural Network: 1.5089640617370605 seconds
Testing time for Neural Network: 0.000701904296875 seconds
RMSE for Neural Network: 0.17603938299866856
MAE for Neural Network: 0.13582436225420425
Training time for Neural Network: 0.7214977741241455 seconds
Testing time for Neural Network: 0.0017583370208740234 seconds
RMSE for Neural Network: 0.25403502714250537
MAE for Neural Network: 0.19841304096511841
Training time for Neural Network: 0.8558750152587891 seconds
Testing time for Neural Network: 0.002596139907836914 seconds
RMSE for Neural Network: 256.35534838592883
MAE for Neural Network: 196.3881043592083
Training time for Neural Network: 1.2761411666870117 seconds
Testing time for Neural Network: 0.0006458759307861328 seconds
RMSE for Neural Network: 4.105972683481096
MAE for Neural Network: 3.0831549392182955
Training time for Neural Network: 0.7309136390686035 seconds
Testing time for Neural Network: 0.0010612010955810547 seconds
RMSE for Neural Network: 0.3105008264664521
MAE for Neural Network: 0.2420772583504956
Training time for Neural Network: 0.6848859786987305 seconds
Testing time for Neural Network: 0.00092315673828125 seconds
RMSE for Neural Network: 256.1178034186142
MAE for Neural Network: 196.08101863513627
Training time for Neural Network: 0.7555501461029053 seconds
Testing time for Neural Network: 0.0013778209686279297 seconds
RMSE for Neural Network: 256.3719927928587
MAE for Neural Network: 196.4096138602099
Training time for Neural Network: 0.5223550796508789 seconds
Testing time for Neural Network: 0.0008311271667480469 seconds
RMSE for Neural Network: 0.23637737578594814
MAE for Neural Network: 0.1840667433516744
Training time for Neural Network: 0.5930831432342529 seconds
Testing time for Neural Network: 0.0019559860229492188 seconds
RMSE for Neural Network: 0.32315924656754164
MAE for Neural Network: 0.2629939431422432
Training time for Neural Network: 0.7155280113220215 seconds
Testing time for Neural Network: 0.002504110336303711 seconds
RMSE for Neural Network: 0.25191193923677263
MAE for Neural Network: 0.1962222710580238
Training time for Neural Network: 0.6113479137420654 seconds
Testing time for Neural Network: 0.0016770362854003906 seconds
RMSE for Neural Network: 0.13501418837289567
MAE for Neural Network: 0.10639226120873456
Training time for Neural Network: 0.530418872833252 seconds
Testing time for Neural Network: 0.0015552043914794922 seconds
RMSE for Neural Network: 255.99693577238398
MAE for Neural Network: 195.92469007763714
Training time for Neural Network: 0.5508780479431152 seconds
Testing time for Neural Network: 0.0006320476531982422 seconds
RMSE for Neural Network: 257.61967363022484
MAE for Neural Network: 198.03137495443386
Training time for Neural Network: 0.5536890029907227 seconds
Testing time for Neural Network: 0.0009050369262695312 seconds
RMSE for Neural Network: 256.4850588055294
MAE for Neural Network: 196.55570261996564
Training time for Neural Network: 0.6748158931732178 seconds
Testing time for Neural Network: 0.0006558895111083984 seconds
RMSE for Neural Network: 257.937767127792
MAE for Neural Network: 198.44500733420085
Training time for Neural Network: 0.6529190540313721 seconds
Testing time for Neural Network: 0.0009720325469970703 seconds
RMSE for Neural Network: 258.4149998026622
MAE for Neural Network: 199.064917421453
Training time for Neural Network: 0.6358590126037598 seconds
Testing time for Neural Network: 0.0019881725311279297 seconds
RMSE for Neural Network: 256.6019964245118
MAE for Neural Network: 196.70674614761447
Training time for Neural Network: 0.6031076908111572 seconds
Testing time for Neural Network: 0.0009212493896484375 seconds
RMSE for Neural Network: 257.35906574151494
MAE for Neural Network: 197.69223035907453
Training time for Neural Network: 0.489274263381958 seconds
Testing time for Neural Network: 0.0032830238342285156 seconds
RMSE for Neural Network: 0.178508031747752
MAE for Neural Network: 0.14351449075088266
Training time for Neural Network: 0.6079449653625488 seconds
Testing time for Neural Network: 0.0014500617980957031 seconds
RMSE for Neural Network: 257.0395949998531
MAE for Neural Network: 197.27615827232773
Training time for Neural Network: 0.6602470874786377 seconds
Testing time for Neural Network: 0.0027468204498291016 seconds
RMSE for Neural Network: 0.1838753561637642
MAE for Neural Network: 0.13823968470535147
Training time for Neural Network: 0.5829617977142334 seconds
Testing time for Neural Network: 0.0007970333099365234 seconds
RMSE for Neural Network: 0.6372002305489368
MAE for Neural Network: 0.5153728680156222
Training time for Neural Network: 0.5696589946746826 seconds
Testing time for Neural Network: 0.0009281635284423828 seconds
RMSE for Neural Network: 257.5814928934463
MAE for Neural Network: 197.9817029581686
Training time for Neural Network: 0.1593921184539795 seconds
Testing time for Neural Network: 0.0004940032958984375 seconds
RMSE for Neural Network: 0.3059166496289056
MAE for Neural Network: 0.23937711854455446
Training time for Neural Network: 1.1594209671020508 seconds
Testing time for Neural Network: 0.0014019012451171875 seconds
RMSE for Neural Network: 0.26002995915035326
MAE for Neural Network: 0.20210212430821733
Training time for Neural Network: 0.6553990840911865 seconds
Testing time for Neural Network: 0.0019199848175048828 seconds
RMSE for Neural Network: 0.11952292369028861
MAE for Neural Network: 0.10033392027908543
Training time for Neural Network: 0.6219868659973145 seconds
Testing time for Neural Network: 0.0009200572967529297 seconds
RMSE for Neural Network: 257.67716634576124
MAE for Neural Network: 198.10616164314806
Training time for Neural Network: 0.5505599975585938 seconds
Testing time for Neural Network: 0.0007841587066650391 seconds
RMSE for Neural Network: 257.7699869986804
MAE for Neural Network: 198.22687865751175
Training time for Neural Network: 0.684211015701294 seconds
Testing time for Neural Network: 0.0016388893127441406 seconds
RMSE for Neural Network: 257.82821591177213
MAE for Neural Network: 198.30259238156066
Training time for Neural Network: 0.17881393432617188 seconds
Testing time for Neural Network: 0.0005362033843994141 seconds
RMSE for Neural Network: 258.47485996150715
MAE for Neural Network: 199.14261838471626
Training time for Neural Network: 0.5181849002838135 seconds
Testing time for Neural Network: 0.0008878707885742188 seconds
RMSE for Neural Network: 256.9101147310782
MAE for Neural Network: 197.10742318881793
Training time for Neural Network: 0.6116108894348145 seconds
Testing time for Neural Network: 0.0011701583862304688 seconds
RMSE for Neural Network: 0.11708816335562643
MAE for Neural Network: 0.0868590149566836
Training time for Neural Network: 0.5532910823822021 seconds
Testing time for Neural Network: 0.0008399486541748047 seconds
RMSE for Neural Network: 257.66720799964787
MAE for Neural Network: 198.09320862496472
Training time for Neural Network: 1.093797206878662 seconds
Testing time for Neural Network: 0.0007958412170410156 seconds
RMSE for Neural Network: 256.95590103436285
MAE for Neural Network: 197.16709741075275
Training time for Neural Network: 0.6006219387054443 seconds
Testing time for Neural Network: 0.0007066726684570312 seconds
RMSE for Neural Network: 0.48445357241565784
MAE for Neural Network: 0.3943053151378995
Training time for Neural Network: 0.5695137977600098 seconds
Testing time for Neural Network: 0.0010619163513183594 seconds
RMSE for Neural Network: 0.27673011920569707
MAE for Neural Network: 0.21881378217500597
Training time for Neural Network: 0.5645368099212646 seconds
Testing time for Neural Network: 0.0008308887481689453 seconds
RMSE for Neural Network: 257.8870402260631
MAE for Neural Network: 198.37906830499807
Training time for Neural Network: 0.2191300392150879 seconds
Testing time for Neural Network: 0.0013461112976074219 seconds
RMSE for Neural Network: 256.420140627718
MAE for Neural Network: 196.47182958324692
Training time for Neural Network: 0.5885987281799316 seconds
Testing time for Neural Network: 0.0007991790771484375 seconds
RMSE for Neural Network: 257.0894243207754
MAE for Neural Network: 197.3410786496001
Training time for Neural Network: 0.6142368316650391 seconds
Testing time for Neural Network: 0.0019779205322265625 seconds
RMSE for Neural Network: 0.14172333658442193
MAE for Neural Network: 0.110164324306103
Training time for Neural Network: 0.599128007888794 seconds
Testing time for Neural Network: 0.0009050369262695312 seconds
RMSE for Neural Network: 0.4341287408565664
MAE for Neural Network: 0.34880378405613127
Training time for Neural Network: 0.623643159866333 seconds
Testing time for Neural Network: 0.0008530616760253906 seconds
RMSE for Neural Network: 0.24302547664133253
MAE for Neural Network: 0.18118717606519602
Training time for Neural Network: 0.601222038269043 seconds
Testing time for Neural Network: 0.0008711814880371094 seconds
RMSE for Neural Network: 0.2858988941208922
MAE for Neural Network: 0.22030632621461177
Training time for Neural Network: 0.7704966068267822 seconds
Testing time for Neural Network: 0.0008683204650878906 seconds
RMSE for Neural Network: 257.8308273145437
MAE for Neural Network: 198.30598765216862
Training time for Neural Network: 0.664740800857544 seconds
Testing time for Neural Network: 0.0008063316345214844 seconds
RMSE for Neural Network: 0.21955208722114616
MAE for Neural Network: 0.17081401941312035
Training time for Neural Network: 0.7405679225921631 seconds
Testing time for Neural Network: 0.0006811618804931641 seconds
RMSE for Neural Network: 258.20401121512924
MAE for Neural Network: 198.7909470589206
Training time for Neural Network: 0.7646372318267822 seconds
Testing time for Neural Network: 0.0009438991546630859 seconds
RMSE for Neural Network: 0.2909931416274839
MAE for Neural Network: 0.23641194928907125
Training time for Neural Network: 0.8877089023590088 seconds
Testing time for Neural Network: 0.0016710758209228516 seconds
RMSE for Neural Network: 0.1697309883113288
MAE for Neural Network: 0.1280812544202798
Training time for Neural Network: 1.6730079650878906 seconds
Testing time for Neural Network: 0.0009188652038574219 seconds
RMSE for Neural Network: 0.2059515944217857
MAE for Neural Network: 0.164901149329104
Training time for Neural Network: 0.18797802925109863 seconds
Testing time for Neural Network: 0.0005612373352050781 seconds
RMSE for Neural Network: 258.1373544683464
MAE for Neural Network: 198.70436078988487
Training time for Neural Network: 0.7250781059265137 seconds
Testing time for Neural Network: 0.00096893310546875 seconds
RMSE for Neural Network: 0.158441030271431
MAE for Neural Network: 0.12233030952735888
Training time for Neural Network: 0.6434438228607178 seconds
Testing time for Neural Network: 0.005109071731567383 seconds
RMSE for Neural Network: 0.2641972794122216
MAE for Neural Network: 0.21352998514713917
Training time for Neural Network: 0.6074008941650391 seconds
Testing time for Neural Network: 0.0008330345153808594 seconds
RMSE for Neural Network: 0.14212876033488128
MAE for Neural Network: 0.10187841418494967
Training time for Neural Network: 0.7097082138061523 seconds
Testing time for Neural Network: 0.0016248226165771484 seconds
RMSE for Neural Network: 0.2257180961621565
MAE for Neural Network: 0.1715878545228466
Training time for Neural Network: 0.21806907653808594 seconds
Testing time for Neural Network: 0.0014460086822509766 seconds
RMSE for Neural Network: 0.25733758962223785
MAE for Neural Network: 0.19556040543525924
Training time for Neural Network: 0.7044868469238281 seconds
Testing time for Neural Network: 0.0009112358093261719 seconds
RMSE for Neural Network: 0.6024298337379941
MAE for Neural Network: 0.47366816725492944
Training time for Neural Network: 0.7288520336151123 seconds
Testing time for Neural Network: 0.0017368793487548828 seconds
RMSE for Neural Network: 258.1235554575023
MAE for Neural Network: 198.68643412931408
Training time for Neural Network: 0.6412289142608643 seconds
Testing time for Neural Network: 0.0007002353668212891 seconds
RMSE for Neural Network: 257.9450090249896
MAE for Neural Network: 198.45442022263433
Training time for Neural Network: 0.6602692604064941 seconds
Testing time for Neural Network: 0.0010080337524414062 seconds
RMSE for Neural Network: 256.93906402228686
MAE for Neural Network: 197.14515425353173
Training time for Neural Network: 0.561852216720581 seconds
Testing time for Neural Network: 0.005609035491943359 seconds
RMSE for Neural Network: 256.5370174431452
MAE for Neural Network: 196.62282143073259
Training time for Neural Network: 0.5776968002319336 seconds
Testing time for Neural Network: 0.0013768672943115234 seconds
RMSE for Neural Network: 255.99996854849707
MAE for Neural Network: 195.92861326689118
Training time for Neural Network: 0.190507173538208 seconds
Testing time for Neural Network: 0.0005731582641601562 seconds
RMSE for Neural Network: 0.3416609159414341
MAE for Neural Network: 0.2658299918089041
Training time for Neural Network: 0.6081950664520264 seconds
Testing time for Neural Network: 0.000865936279296875 seconds
RMSE for Neural Network: 257.81400945414276
MAE for Neural Network: 198.28412113888697
Training time for Neural Network: 0.584557056427002 seconds
Testing time for Neural Network: 0.0009069442749023438 seconds
RMSE for Neural Network: 256.48544352274536
MAE for Neural Network: 196.55619962272118
Training time for Neural Network: 0.18121910095214844 seconds
Testing time for Neural Network: 0.0005431175231933594 seconds
RMSE for Neural Network: 22.44219665936103
MAE for Neural Network: 17.47708181756565
Training time for Neural Network: 0.7552700042724609 seconds
Testing time for Neural Network: 0.0014081001281738281 seconds
RMSE for Neural Network: 256.95348718088286
MAE for Neural Network: 197.1639515718229
Training time for Neural Network: 0.6920690536499023 seconds
Testing time for Neural Network: 0.0016782283782958984 seconds
RMSE for Neural Network: 0.207307464031981
MAE for Neural Network: 0.15856082736248525
Training time for Neural Network: 0.19740009307861328 seconds
Testing time for Neural Network: 0.0005700588226318359 seconds
RMSE for Neural Network: 255.95827668752992
MAE for Neural Network: 195.8746779306401
Training time for Neural Network: 0.5399589538574219 seconds
Testing time for Neural Network: 0.0008940696716308594 seconds
RMSE for Neural Network: 258.1054652788743
MAE for Neural Network: 198.66293170046652
Training time for Neural Network: 0.5922517776489258 seconds
Testing time for Neural Network: 0.0014138221740722656 seconds
RMSE for Neural Network: 0.38162499235315284
MAE for Neural Network: 0.3003066841843064
Training time for Neural Network: 0.6185450553894043 seconds
Testing time for Neural Network: 0.00090789794921875 seconds
RMSE for Neural Network: 258.3958658878686
MAE for Neural Network: 199.0400782077353
Training time for Neural Network: 0.6347110271453857 seconds
Testing time for Neural Network: 0.0012040138244628906 seconds
RMSE for Neural Network: 256.78028281572364
MAE for Neural Network: 196.93817016496075
Training time for Neural Network: 0.6393270492553711 seconds
Testing time for Neural Network: 0.000904083251953125 seconds
RMSE for Neural Network: 0.25673622905552423
MAE for Neural Network: 0.20322195896614248
Training time for Neural Network: 0.17377614974975586 seconds
Testing time for Neural Network: 0.0005190372467041016 seconds
RMSE for Neural Network: 256.01827633388984
MAE for Neural Network: 195.9522954599851
Training time for Neural Network: 0.620574951171875 seconds
Testing time for Neural Network: 0.0008442401885986328 seconds
RMSE for Neural Network: 257.528641739774
MAE for Neural Network: 197.9129367710279
Training time for Neural Network: 0.5825722217559814 seconds
Testing time for Neural Network: 0.0006897449493408203 seconds
RMSE for Neural Network: 0.3193319543316592
MAE for Neural Network: 0.2553868309221024
Training time for Neural Network: 1.0433530807495117 seconds
Testing time for Neural Network: 0.0013778209686279297 seconds
RMSE for Neural Network: 0.2974694880212536
MAE for Neural Network: 0.23450647415250597
Training time for Neural Network: 0.6897249221801758 seconds
Testing time for Neural Network: 0.0009381771087646484 seconds
RMSE for Neural Network: 257.96638779128085
MAE for Neural Network: 198.4822068979522
Training time for Neural Network: 0.6276299953460693 seconds
Testing time for Neural Network: 0.0008540153503417969 seconds
RMSE for Neural Network: 257.89583609915053
MAE for Neural Network: 198.39050255060076
Training time for Neural Network: 0.881401777267456 seconds
Testing time for Neural Network: 0.0008771419525146484 seconds
RMSE for Neural Network: 257.1004057810763
MAE for Neural Network: 197.35538471953103
Training time for Neural Network: 0.8009321689605713 seconds
Testing time for Neural Network: 0.001920938491821289 seconds
RMSE for Neural Network: 256.4731858678254
MAE for Neural Network: 196.540364128168
Training time for Neural Network: 0.9905569553375244 seconds
Testing time for Neural Network: 0.0022301673889160156 seconds
RMSE for Neural Network: 256.0202860586051
MAE for Neural Network: 195.95489508370213
Training time for Neural Network: 0.6692001819610596 seconds
Testing time for Neural Network: 0.0008707046508789062 seconds
RMSE for Neural Network: 257.08759968496094
MAE for Neural Network: 197.33870156858418
Training time for Neural Network: 0.6176559925079346 seconds
Testing time for Neural Network: 0.0019991397857666016 seconds
RMSE for Neural Network: 255.95085111766147
MAE for Neural Network: 195.86507107235607
Training time for Neural Network: 0.6864750385284424 seconds
Testing time for Neural Network: 0.0014870166778564453 seconds
RMSE for Neural Network: 0.3257623577835635
MAE for Neural Network: 0.2460583746486553
Training time for Neural Network: 0.5595409870147705 seconds
Testing time for Neural Network: 0.0006439685821533203 seconds
RMSE for Neural Network: 257.1536036566589
MAE for Neural Network: 197.42468209067985
Training time for Neural Network: 0.5984609127044678 seconds
Testing time for Neural Network: 0.0006351470947265625 seconds
RMSE for Neural Network: 0.43709101354891583
MAE for Neural Network: 0.3424855762434791
Training time for Neural Network: 0.5449850559234619 seconds
Testing time for Neural Network: 0.0006530284881591797 seconds
RMSE for Neural Network: 0.8089574729419958
MAE for Neural Network: 0.6093376842588436
Training time for Neural Network: 0.6372480392456055 seconds
Testing time for Neural Network: 0.002203226089477539 seconds
RMSE for Neural Network: 257.23947721242575
MAE for Neural Network: 197.53652285469158
Training time for Neural Network: 0.9570949077606201 seconds
Testing time for Neural Network: 0.0020689964294433594 seconds
RMSE for Neural Network: 0.23149414623609224
MAE for Neural Network: 0.17926993076702705
Training time for Neural Network: 0.673231840133667 seconds
Testing time for Neural Network: 0.0006759166717529297 seconds
RMSE for Neural Network: 0.25436053456549823
MAE for Neural Network: 0.2022404250870971
Training time for Neural Network: 0.838738203048706 seconds
Testing time for Neural Network: 0.0008819103240966797 seconds
RMSE for Neural Network: 257.2336692497968
MAE for Neural Network: 197.52895944826378
Training time for Neural Network: 0.8844490051269531 seconds
Testing time for Neural Network: 0.0022897720336914062 seconds
RMSE for Neural Network: 0.1784762535578862
MAE for Neural Network: 0.13424780089775015
Training time for Neural Network: 0.7924530506134033 seconds
Testing time for Neural Network: 0.0006988048553466797 seconds
RMSE for Neural Network: 256.66509046899836
MAE for Neural Network: 196.78822207276914
Training time for Neural Network: 0.6463680267333984 seconds
Testing time for Neural Network: 0.0006470680236816406 seconds
RMSE for Neural Network: 256.2043706470488
MAE for Neural Network: 196.19295147821936
Training time for Neural Network: 0.7417800426483154 seconds
Testing time for Neural Network: 0.0014297962188720703 seconds
RMSE for Neural Network: 0.23540326656112073
MAE for Neural Network: 0.18696528053903463
Training time for Neural Network: 0.75921630859375 seconds
Testing time for Neural Network: 0.0013859272003173828 seconds
RMSE for Neural Network: 257.3096541043302
MAE for Neural Network: 197.62790116855984
Training time for Neural Network: 0.9323279857635498 seconds
Testing time for Neural Network: 0.0032749176025390625 seconds
RMSE for Neural Network: 0.32054064570952767
MAE for Neural Network: 0.2523180102723293
Training time for Neural Network: 1.1259782314300537 seconds
Testing time for Neural Network: 0.003036975860595703 seconds
RMSE for Neural Network: 256.92656381098107
MAE for Neural Network: 197.1288624649321
Training time for Neural Network: 0.7328798770904541 seconds
Testing time for Neural Network: 0.0008671283721923828 seconds
RMSE for Neural Network: 255.8677095443423
MAE for Neural Network: 195.7602204398039
Training time for Neural Network: 0.7049319744110107 seconds
Testing time for Neural Network: 0.0018169879913330078 seconds
RMSE for Neural Network: 0.2271443730715491
MAE for Neural Network: 0.18027542233863678
Training time for Neural Network: 0.710564136505127 seconds
Testing time for Neural Network: 0.00146484375 seconds
RMSE for Neural Network: 258.3592530511037
MAE for Neural Network: 198.99254474005863
Training time for Neural Network: 0.7015917301177979 seconds
Testing time for Neural Network: 0.0006473064422607422 seconds
RMSE for Neural Network: 257.9567050720754
MAE for Neural Network: 198.46962215070016
Training time for Neural Network: 0.7183759212493896 seconds
Testing time for Neural Network: 0.00145721435546875 seconds
RMSE for Neural Network: 257.49014066566247
MAE for Neural Network: 197.86283573481563
Training time for Neural Network: 0.7925980091094971 seconds
Testing time for Neural Network: 0.0021750926971435547 seconds
RMSE for Neural Network: 257.16872954591435
MAE for Neural Network: 197.4443837673274
Training time for Neural Network: 0.7402157783508301 seconds
Testing time for Neural Network: 0.001291036605834961 seconds
RMSE for Neural Network: 257.4350205440163
MAE for Neural Network: 197.79109946480938
Training time for Neural Network: 1.1547660827636719 seconds
Testing time for Neural Network: 0.0008649826049804688 seconds
RMSE for Neural Network: 258.1930427295555
MAE for Neural Network: 198.7767001913103
Training time for Neural Network: 0.8557150363922119 seconds
Testing time for Neural Network: 0.0008161067962646484 seconds
RMSE for Neural Network: 256.93832905047145
MAE for Neural Network: 197.14419636461113
Training time for Neural Network: 0.7764441967010498 seconds
Testing time for Neural Network: 0.0020208358764648438 seconds
RMSE for Neural Network: 0.21889588450068087
MAE for Neural Network: 0.1770173424555869
Training time for Neural Network: 0.7488479614257812 seconds
Testing time for Neural Network: 0.0009462833404541016 seconds
RMSE for Neural Network: 0.18872963114392807
MAE for Neural Network: 0.14515133907480904
Training time for Neural Network: 0.7375087738037109 seconds
Testing time for Neural Network: 0.0006260871887207031 seconds
RMSE for Neural Network: 257.21324281383676
MAE for Neural Network: 197.50235822341398
Training time for Neural Network: 0.867067813873291 seconds
Testing time for Neural Network: 0.000698089599609375 seconds
RMSE for Neural Network: 0.2717314500670499
MAE for Neural Network: 0.19933485675503448
Training time for Neural Network: 0.5881462097167969 seconds
Testing time for Neural Network: 0.0006389617919921875 seconds
RMSE for Neural Network: 0.46012011470105657
MAE for Neural Network: 0.373755909561241
Training time for Neural Network: 0.7089829444885254 seconds
Testing time for Neural Network: 0.0010042190551757812 seconds
RMSE for Neural Network: 0.28299860347498484
MAE for Neural Network: 0.23144038963867422
Training time for Neural Network: 0.6082181930541992 seconds
Testing time for Neural Network: 0.004181861877441406 seconds
RMSE for Neural Network: 0.4727220817109764
MAE for Neural Network: 0.3733689837647481
Training time for Neural Network: 0.47289013862609863 seconds
Testing time for Neural Network: 0.0007710456848144531 seconds
RMSE for Neural Network: 257.8352797995998
MAE for Neural Network: 198.31177659014074
Training time for Neural Network: 0.655925989151001 seconds
Testing time for Neural Network: 0.0006148815155029297 seconds
RMSE for Neural Network: 0.40276514560551585
MAE for Neural Network: 0.3163903191134637
Training time for Neural Network: 0.594245195388794 seconds
Testing time for Neural Network: 0.0008492469787597656 seconds
RMSE for Neural Network: 0.22667740805755604
MAE for Neural Network: 0.1810379012348767
Training time for Neural Network: 0.8164269924163818 seconds
Testing time for Neural Network: 0.002094268798828125 seconds
RMSE for Neural Network: 257.92320281677354
MAE for Neural Network: 198.4260763515282
Training time for Neural Network: 0.9019839763641357 seconds
Testing time for Neural Network: 0.0014319419860839844 seconds
RMSE for Neural Network: 256.2303282063683
MAE for Neural Network: 196.22650982634087
Training time for Neural Network: 0.6088120937347412 seconds
Testing time for Neural Network: 0.0015349388122558594 seconds
RMSE for Neural Network: 257.7553333736657
MAE for Neural Network: 198.20782302313282
Training time for Neural Network: 1.0878329277038574 seconds
Testing time for Neural Network: 0.0010030269622802734 seconds
RMSE for Neural Network: 255.99381297073052
MAE for Neural Network: 195.92065039728263
Training time for Neural Network: 0.614016056060791 seconds
Testing time for Neural Network: 0.0009112358093261719 seconds
RMSE for Neural Network: 0.3286302111583045
MAE for Neural Network: 0.26125403137548464
Training time for Neural Network: 0.5018229484558105 seconds
Testing time for Neural Network: 0.0006361007690429688 seconds
RMSE for Neural Network: 257.87312280696557
MAE for Neural Network: 198.360975726619
Training time for Neural Network: 0.5465781688690186 seconds
Testing time for Neural Network: 0.0008966922760009766 seconds
RMSE for Neural Network: 256.72311201341654
MAE for Neural Network: 196.86362149176577
Training time for Neural Network: 0.5661818981170654 seconds
Testing time for Neural Network: 0.0013530254364013672 seconds
RMSE for Neural Network: 256.75087481901323
MAE for Neural Network: 196.89982464524599
Training time for Neural Network: 0.4603691101074219 seconds
Testing time for Neural Network: 0.0006699562072753906 seconds
RMSE for Neural Network: 257.526009472437
MAE for Neural Network: 197.9095115950664
Training time for Neural Network: 0.6123106479644775 seconds
Testing time for Neural Network: 0.0030481815338134766 seconds
RMSE for Neural Network: 257.1019747972753
MAE for Neural Network: 197.3574287166784
Training time for Neural Network: 0.6423349380493164 seconds
Testing time for Neural Network: 0.0013661384582519531 seconds
RMSE for Neural Network: 0.29056883994645616
MAE for Neural Network: 0.23223546178301777
Training time for Neural Network: 0.6822059154510498 seconds
Testing time for Neural Network: 0.0009479522705078125 seconds
RMSE for Neural Network: 257.1990233158225
MAE for Neural Network: 197.483839388475
Training time for Neural Network: 0.6807408332824707 seconds
Testing time for Neural Network: 0.0019669532775878906 seconds
RMSE for Neural Network: 258.2092956957661
MAE for Neural Network: 198.79781087502843
Training time for Neural Network: 0.8137500286102295 seconds
Testing time for Neural Network: 0.0014028549194335938 seconds
RMSE for Neural Network: 257.22496568464817
MAE for Neural Network: 197.51762502740968
Training time for Neural Network: 0.6909899711608887 seconds
Testing time for Neural Network: 0.0008399486541748047 seconds
RMSE for Neural Network: 0.1739846250796006
MAE for Neural Network: 0.13994627187452557
Training time for Neural Network: 0.7693300247192383 seconds
Testing time for Neural Network: 0.0010499954223632812 seconds
RMSE for Neural Network: 0.3506680185603548
MAE for Neural Network: 0.2878981904723917
Training time for Neural Network: 0.6117501258850098 seconds
Testing time for Neural Network: 0.0008859634399414062 seconds
RMSE for Neural Network: 256.01372393618425
MAE for Neural Network: 195.94640677870746
Training time for Neural Network: 0.7414557933807373 seconds
Testing time for Neural Network: 0.003408193588256836 seconds
RMSE for Neural Network: 256.48289433492164
MAE for Neural Network: 196.55290640610016
Training time for Neural Network: 0.7433309555053711 seconds
Testing time for Neural Network: 0.0013418197631835938 seconds
RMSE for Neural Network: 0.4044005823259548
MAE for Neural Network: 0.31109828587833666
Training time for Neural Network: 0.6515562534332275 seconds
Testing time for Neural Network: 0.0008218288421630859 seconds
RMSE for Neural Network: 258.38797668711396
MAE for Neural Network: 199.02983625944265
Training time for Neural Network: 0.7008621692657471 seconds
Testing time for Neural Network: 0.0009019374847412109 seconds
RMSE for Neural Network: 0.2182629935347009
MAE for Neural Network: 0.1759603566830929
Training time for Neural Network: 0.6026430130004883 seconds
Testing time for Neural Network: 0.0023851394653320312 seconds
RMSE for Neural Network: 257.9944791382919
MAE for Neural Network: 198.5187157192957
Training time for Neural Network: 1.1789119243621826 seconds
Testing time for Neural Network: 0.0008878707885742188 seconds
RMSE for Neural Network: 257.453302778197
MAE for Neural Network: 197.81489412175705
Training time for Neural Network: 1.4192898273468018 seconds
Testing time for Neural Network: 0.0007772445678710938 seconds
RMSE for Neural Network: 0.18896654412351122
MAE for Neural Network: 0.15055234728895056
Training time for Neural Network: 0.651561975479126 seconds
Testing time for Neural Network: 0.000782012939453125 seconds
RMSE for Neural Network: 0.7424637338693326
MAE for Neural Network: 0.5235141567203969
Training time for Neural Network: 0.6573672294616699 seconds
Testing time for Neural Network: 0.0014147758483886719 seconds
RMSE for Neural Network: 256.68183433763113
MAE for Neural Network: 196.80984175816272
Training time for Neural Network: 0.7727477550506592 seconds
Testing time for Neural Network: 0.0015139579772949219 seconds
RMSE for Neural Network: 256.6302443608668
MAE for Neural Network: 196.74322560249698
Training time for Neural Network: 0.6200940608978271 seconds
Testing time for Neural Network: 0.0009720325469970703 seconds
RMSE for Neural Network: 255.92071372689526
MAE for Neural Network: 195.8260786869324
Training time for Neural Network: 0.5214061737060547 seconds
Testing time for Neural Network: 0.002276897430419922 seconds
RMSE for Neural Network: 258.17202358355576
MAE for Neural Network: 198.749397448717
Training time for Neural Network: 0.6181690692901611 seconds
Testing time for Neural Network: 0.0011589527130126953 seconds
RMSE for Neural Network: 256.1909802426416
MAE for Neural Network: 196.17563921138483
Training time for Neural Network: 0.6522841453552246 seconds
Testing time for Neural Network: 0.0008630752563476562 seconds
RMSE for Neural Network: 257.690513663043
MAE for Neural Network: 198.1235222201619
Training time for Neural Network: 0.6192479133605957 seconds
Testing time for Neural Network: 0.0009157657623291016 seconds
RMSE for Neural Network: 0.3487000660143495
MAE for Neural Network: 0.2645944446271535
Training time for Neural Network: 0.47312402725219727 seconds
Testing time for Neural Network: 0.0008792877197265625 seconds
RMSE for Neural Network: 257.6483182159075
MAE for Neural Network: 198.06863735706756
Training time for Neural Network: 0.47142720222473145 seconds
Testing time for Neural Network: 0.0013079643249511719 seconds
RMSE for Neural Network: 0.19532498173621293
MAE for Neural Network: 0.1499569663321897
Training time for Neural Network: 0.6033909320831299 seconds
Testing time for Neural Network: 0.0018589496612548828 seconds
RMSE for Neural Network: 0.4217965661224498
MAE for Neural Network: 0.3449616116399044
Training time for Neural Network: 0.7234001159667969 seconds
Testing time for Neural Network: 0.008819103240966797 seconds
RMSE for Neural Network: 256.7638934217743
MAE for Neural Network: 196.9168001723273
Training time for Neural Network: 0.6347448825836182 seconds
Testing time for Neural Network: 0.0013530254364013672 seconds
RMSE for Neural Network: 257.68692887119647
MAE for Neural Network: 198.11885961732435
Training time for Neural Network: 2.172096014022827 seconds
Testing time for Neural Network: 0.0008611679077148438 seconds
RMSE for Neural Network: 258.4403262606416
MAE for Neural Network: 199.09779371632146
Training time for Neural Network: 0.7737860679626465 seconds
Testing time for Neural Network: 0.0008819103240966797 seconds
RMSE for Neural Network: 257.53984423291485
MAE for Neural Network: 197.92751348034977
Training time for Neural Network: 0.9095633029937744 seconds
Testing time for Neural Network: 0.0008730888366699219 seconds
RMSE for Neural Network: 257.71817616891695
MAE for Neural Network: 198.15950028407147
Training time for Neural Network: 0.9806089401245117 seconds
Testing time for Neural Network: 0.0017101764678955078 seconds
RMSE for Neural Network: 257.39983453855376
MAE for Neural Network: 197.7453009441055
Training time for Neural Network: 0.5936262607574463 seconds
Testing time for Neural Network: 0.0017998218536376953 seconds
RMSE for Neural Network: 257.5561534409571
MAE for Neural Network: 197.9487342730481
Training time for Neural Network: 0.5800018310546875 seconds
Testing time for Neural Network: 0.0009438991546630859 seconds
RMSE for Neural Network: 256.16205510336766
MAE for Neural Network: 196.13824012346657
Training time for Neural Network: 0.5876970291137695 seconds
Testing time for Neural Network: 0.0013759136199951172 seconds
RMSE for Neural Network: 0.2490291172877922
MAE for Neural Network: 0.20410618957723192
Training time for Neural Network: 1.4657561779022217 seconds
Testing time for Neural Network: 0.0007929801940917969 seconds
RMSE for Neural Network: 257.1891318419774
MAE for Neural Network: 197.47095675726607
Training time for Neural Network: 0.5994460582733154 seconds
Testing time for Neural Network: 0.0014159679412841797 seconds
RMSE for Neural Network: 256.27387680435066
MAE for Neural Network: 196.28280476669693
Training time for Neural Network: 0.559222936630249 seconds
Testing time for Neural Network: 0.0009150505065917969 seconds
RMSE for Neural Network: 0.22878741585368925
MAE for Neural Network: 0.1781945834973098
Training time for Neural Network: 0.5442359447479248 seconds
Testing time for Neural Network: 0.0008258819580078125 seconds
RMSE for Neural Network: 258.16127614248626
MAE for Neural Network: 198.7354365092372
Training time for Neural Network: 0.6174778938293457 seconds
Testing time for Neural Network: 0.001973867416381836 seconds
RMSE for Neural Network: 0.22374306831654636
MAE for Neural Network: 0.17002459332328987
Training time for Neural Network: 0.5873208045959473 seconds
Testing time for Neural Network: 0.0008461475372314453 seconds
RMSE for Neural Network: 0.12322040241247204
MAE for Neural Network: 0.0913664779700283
Training time for Neural Network: 0.589000940322876 seconds
Testing time for Neural Network: 0.0008220672607421875 seconds
RMSE for Neural Network: 0.3883258232518097
MAE for Neural Network: 0.304925181955126
Training time for Neural Network: 0.5799088478088379 seconds
Testing time for Neural Network: 0.0015320777893066406 seconds
RMSE for Neural Network: 256.84339062234295
MAE for Neural Network: 197.0204469880764
Training time for Neural Network: 0.6643190383911133 seconds
Testing time for Neural Network: 0.0006959438323974609 seconds
RMSE for Neural Network: 0.33729475656846913
MAE for Neural Network: 0.2699882076454454
Training time for Neural Network: 0.7170412540435791 seconds
Testing time for Neural Network: 0.006151914596557617 seconds
RMSE for Neural Network: 257.8205531522106
MAE for Neural Network: 198.29262934539918
Training time for Neural Network: 0.6876938343048096 seconds
Testing time for Neural Network: 0.0009262561798095703 seconds
RMSE for Neural Network: 0.18995289810288596
MAE for Neural Network: 0.14241820996890361
Training time for Neural Network: 0.7772400379180908 seconds
Testing time for Neural Network: 0.0008900165557861328 seconds
RMSE for Neural Network: 255.91435140441632
MAE for Neural Network: 195.8181355933045
Training time for Neural Network: 0.6040799617767334 seconds
Testing time for Neural Network: 0.0006718635559082031 seconds
RMSE for Neural Network: 258.4627173316452
MAE for Neural Network: 199.12685774515182
Training time for Neural Network: 0.6928877830505371 seconds
Testing time for Neural Network: 0.00138092041015625 seconds
RMSE for Neural Network: 256.5609707749975
MAE for Neural Network: 196.6537605034574
Training time for Neural Network: 0.6061089038848877 seconds
Testing time for Neural Network: 0.0008499622344970703 seconds
RMSE for Neural Network: 257.56541582945823
MAE for Neural Network: 197.96078565312308
Training time for Neural Network: 0.6429979801177979 seconds
Testing time for Neural Network: 0.0021550655364990234 seconds
RMSE for Neural Network: 256.21393981881886
MAE for Neural Network: 196.2053229356921
Training time for Neural Network: 0.8115060329437256 seconds
Testing time for Neural Network: 0.0008070468902587891 seconds
RMSE for Neural Network: 0.15863376246619687
MAE for Neural Network: 0.12387844654106579
Training time for Neural Network: 0.6598210334777832 seconds
Testing time for Neural Network: 0.0018088817596435547 seconds
RMSE for Neural Network: 256.2633706569318
MAE for Neural Network: 196.26922416733308
Training time for Neural Network: 0.6254580020904541 seconds
Testing time for Neural Network: 0.0009081363677978516 seconds
RMSE for Neural Network: 256.4798108749007
MAE for Neural Network: 196.54892294906983
Training time for Neural Network: 0.7445812225341797 seconds
Testing time for Neural Network: 0.0043408870697021484 seconds
RMSE for Neural Network: 0.15228754134776926
MAE for Neural Network: 0.10895131273742795
Training time for Neural Network: 0.6240701675415039 seconds
Testing time for Neural Network: 0.0014691352844238281 seconds
RMSE for Neural Network: 0.6237128181850559
MAE for Neural Network: 0.49082655632665423
Training time for Neural Network: 0.6926589012145996 seconds
Testing time for Neural Network: 0.0009450912475585938 seconds
RMSE for Neural Network: 257.54636451520975
MAE for Neural Network: 197.93599748403852
Training time for Neural Network: 0.6118860244750977 seconds
Testing time for Neural Network: 0.0007879734039306641 seconds
RMSE for Neural Network: 257.2453763585961
MAE for Neural Network: 197.5442048830483
Training time for Neural Network: 1.1316001415252686 seconds
Testing time for Neural Network: 0.0007917881011962891 seconds
RMSE for Neural Network: 257.577261911759
MAE for Neural Network: 197.97619826372792
Training time for Neural Network: 0.5057897567749023 seconds
Testing time for Neural Network: 0.0006561279296875 seconds
RMSE for Neural Network: 258.3713466771781
MAE for Neural Network: 199.0082460823635
Training time for Neural Network: 0.6291730403900146 seconds
Testing time for Neural Network: 0.0020880699157714844 seconds
RMSE for Neural Network: 257.3603358106536
MAE for Neural Network: 197.69388375357593
Training time for Neural Network: 0.7718453407287598 seconds
Testing time for Neural Network: 0.0008766651153564453 seconds
RMSE for Neural Network: 256.25945327355294
MAE for Neural Network: 196.26416032543304
Training time for Neural Network: 0.8137011528015137 seconds
Testing time for Neural Network: 0.0009381771087646484 seconds
RMSE for Neural Network: 256.5779412366306
MAE for Neural Network: 196.6756789968488
Training time for Neural Network: 0.5672500133514404 seconds
Testing time for Neural Network: 0.0024728775024414062 seconds
RMSE for Neural Network: 0.34859396546187
MAE for Neural Network: 0.26423483615402404
Training time for Neural Network: 0.6439931392669678 seconds
Testing time for Neural Network: 0.00090789794921875 seconds
RMSE for Neural Network: 0.2716988762496198
MAE for Neural Network: 0.22054675526589684
Training time for Neural Network: 0.639470100402832 seconds
Testing time for Neural Network: 0.0009357929229736328 seconds
RMSE for Neural Network: 258.0167263158425
MAE for Neural Network: 198.5476272427963
Training time for Neural Network: 0.9503910541534424 seconds
Testing time for Neural Network: 0.004060268402099609 seconds
RMSE for Neural Network: 0.6502431993433364
MAE for Neural Network: 0.4892166744599028
Training time for Neural Network: 0.9372680187225342 seconds
Testing time for Neural Network: 0.0009808540344238281 seconds
RMSE for Neural Network: 0.18878998116136705
MAE for Neural Network: 0.15305945313528374
Training time for Neural Network: 0.9288537502288818 seconds
Testing time for Neural Network: 0.0025970935821533203 seconds
RMSE for Neural Network: 256.3525485656495
MAE for Neural Network: 196.38448606597908
Training time for Neural Network: 0.6406631469726562 seconds
Testing time for Neural Network: 0.0009226799011230469 seconds
RMSE for Neural Network: 256.7915007824709
MAE for Neural Network: 196.95279662679016
Training time for Neural Network: 0.6916818618774414 seconds
Testing time for Neural Network: 0.0010309219360351562 seconds
RMSE for Neural Network: 256.2537375148237
MAE for Neural Network: 196.25677169908806
Training time for Neural Network: 0.6413729190826416 seconds
Testing time for Neural Network: 0.0014348030090332031 seconds
RMSE for Neural Network: 255.99597428087625
MAE for Neural Network: 195.92344628850572
Training time for Neural Network: 0.560150146484375 seconds
Testing time for Neural Network: 0.0008649826049804688 seconds
RMSE for Neural Network: 257.6815850067998
MAE for Neural Network: 198.11190897221852
Training time for Neural Network: 0.5336389541625977 seconds
Testing time for Neural Network: 0.0018630027770996094 seconds
RMSE for Neural Network: 0.1373949426521027
MAE for Neural Network: 0.10510000102387831
Training time for Neural Network: 0.6336398124694824 seconds
Testing time for Neural Network: 0.0013959407806396484 seconds
RMSE for Neural Network: 0.275962357841028
MAE for Neural Network: 0.21956755796663324
Training time for Neural Network: 0.6456220149993896 seconds
Testing time for Neural Network: 0.0014548301696777344 seconds
RMSE for Neural Network: 258.1574113851541
MAE for Neural Network: 198.73041608692841
Training time for Neural Network: 0.5858519077301025 seconds
Testing time for Neural Network: 0.0013859272003173828 seconds
RMSE for Neural Network: 0.506097294996575
MAE for Neural Network: 0.4045807896378261
Training time for Neural Network: 0.6614179611206055 seconds
Testing time for Neural Network: 0.0006699562072753906 seconds
RMSE for Neural Network: 256.13134478723794
MAE for Neural Network: 196.09852960831722
Training time for Neural Network: 0.9698741436004639 seconds
Testing time for Neural Network: 0.0018169879913330078 seconds
RMSE for Neural Network: 0.17303623165556106
MAE for Neural Network: 0.12559636752429174
Training time for Neural Network: 0.5801379680633545 seconds
Testing time for Neural Network: 0.0013570785522460938 seconds
RMSE for Neural Network: 257.01256051401083
MAE for Neural Network: 197.24093258491774
Training time for Neural Network: 0.17913293838500977 seconds
Testing time for Neural Network: 0.0005700588226318359 seconds
RMSE for Neural Network: 0.29792645277328983
MAE for Neural Network: 0.23464117616374552
Training time for Neural Network: 1.3152461051940918 seconds
Testing time for Neural Network: 0.00067901611328125 seconds
RMSE for Neural Network: 258.0439136062954
MAE for Neural Network: 198.5829564042525
Training time for Neural Network: 0.6269392967224121 seconds
Testing time for Neural Network: 0.0006358623504638672 seconds
RMSE for Neural Network: 257.22764642915445
MAE for Neural Network: 197.52111611795357
Training time for Neural Network: 0.20038604736328125 seconds
Testing time for Neural Network: 0.0005810260772705078 seconds
RMSE for Neural Network: 0.38177828339116493
MAE for Neural Network: 0.29631557641678613
Training time for Neural Network: 0.6715278625488281 seconds
Testing time for Neural Network: 0.001374959945678711 seconds
RMSE for Neural Network: 0.3790376903338995
MAE for Neural Network: 0.29812025337320025
Training time for Neural Network: 0.5763769149780273 seconds
Testing time for Neural Network: 0.0018820762634277344 seconds
RMSE for Neural Network: 258.1567515909378
MAE for Neural Network: 198.72955899157313
Training time for Neural Network: 0.5267629623413086 seconds
Testing time for Neural Network: 0.0009038448333740234 seconds
RMSE for Neural Network: 257.15678930893375
MAE for Neural Network: 197.42883151323
Training time for Neural Network: 0.641373872756958 seconds
Testing time for Neural Network: 0.0013570785522460938 seconds
RMSE for Neural Network: 0.47032004636599084
MAE for Neural Network: 0.38537023897719463
Training time for Neural Network: 0.6636970043182373 seconds
Testing time for Neural Network: 0.000911712646484375 seconds
RMSE for Neural Network: 0.13384973820323648
MAE for Neural Network: 0.10332641296701343
Training time for Neural Network: 0.6966118812561035 seconds
Testing time for Neural Network: 0.001416921615600586 seconds
RMSE for Neural Network: 257.856821117641
MAE for Neural Network: 198.33978275145685
Training time for Neural Network: 0.6268768310546875 seconds
Testing time for Neural Network: 0.0007832050323486328 seconds
RMSE for Neural Network: 256.6307222159457
MAE for Neural Network: 196.7438426814979
Training time for Neural Network: 0.7154409885406494 seconds
Testing time for Neural Network: 0.000865936279296875 seconds
RMSE for Neural Network: 256.80042902341324
MAE for Neural Network: 196.9644373271711
Training time for Neural Network: 0.6288259029388428 seconds
Testing time for Neural Network: 0.001627206802368164 seconds
RMSE for Neural Network: 257.94197883064385
MAE for Neural Network: 198.45048165239692
Training time for Neural Network: 0.6358158588409424 seconds
Testing time for Neural Network: 0.0006258487701416016 seconds
RMSE for Neural Network: 255.91606575085817
MAE for Neural Network: 195.8202641532033
Training time for Neural Network: 0.6764020919799805 seconds
Testing time for Neural Network: 0.0006830692291259766 seconds
RMSE for Neural Network: 257.3876665671952
MAE for Neural Network: 197.72946195725524
Training time for Neural Network: 0.8205959796905518 seconds
Testing time for Neural Network: 0.0009229183197021484 seconds
RMSE for Neural Network: 257.4861902870498
MAE for Neural Network: 197.85769485551685
Training time for Neural Network: 0.5909719467163086 seconds
Testing time for Neural Network: 0.0013680458068847656 seconds
RMSE for Neural Network: 257.2594197604121
MAE for Neural Network: 197.56249208912075
Training time for Neural Network: 0.6760377883911133 seconds
Testing time for Neural Network: 0.0014641284942626953 seconds
RMSE for Neural Network: 0.2224326472307157
MAE for Neural Network: 0.17949949426873094
Training time for Neural Network: 0.6728289127349854 seconds
Testing time for Neural Network: 0.0013968944549560547 seconds
RMSE for Neural Network: 257.0932981333251
MAE for Neural Network: 197.34612529784008
Training time for Neural Network: 0.5820958614349365 seconds
Testing time for Neural Network: 0.0016219615936279297 seconds
RMSE for Neural Network: 258.11894863089486
MAE for Neural Network: 198.6804491320637
Training time for Neural Network: 0.6022462844848633 seconds
Testing time for Neural Network: 0.0009038448333740234 seconds
RMSE for Neural Network: 0.28616577895647194
MAE for Neural Network: 0.22965639465377863
Training time for Neural Network: 0.6273841857910156 seconds
Testing time for Neural Network: 0.0014317035675048828 seconds
RMSE for Neural Network: 257.89231315648857
MAE for Neural Network: 198.38592291340726
Training time for Neural Network: 0.6287841796875 seconds
Testing time for Neural Network: 0.0008599758148193359 seconds
RMSE for Neural Network: 0.18734286691108212
MAE for Neural Network: 0.14300782627191977
Training time for Neural Network: 0.647193193435669 seconds
Testing time for Neural Network: 0.0006840229034423828 seconds
RMSE for Neural Network: 256.98662534346784
MAE for Neural Network: 197.20713686483023
Training time for Neural Network: 0.63077712059021 seconds
Testing time for Neural Network: 0.0006840229034423828 seconds
RMSE for Neural Network: 258.36744819088807
MAE for Neural Network: 199.00318467218364
Training time for Neural Network: 0.6531147956848145 seconds
Testing time for Neural Network: 0.001973867416381836 seconds
RMSE for Neural Network: 256.1519408816369
MAE for Neural Network: 196.12516212211017
Training time for Neural Network: 1.1469099521636963 seconds
Testing time for Neural Network: 0.0008449554443359375 seconds
RMSE for Neural Network: 256.5415067334514
MAE for Neural Network: 196.62862013047692
Training time for Neural Network: 0.6719801425933838 seconds
Testing time for Neural Network: 0.002084970474243164 seconds
RMSE for Neural Network: 0.16592363382385836
MAE for Neural Network: 0.1260123106223859
Training time for Neural Network: 0.528548002243042 seconds
Testing time for Neural Network: 0.0009160041809082031 seconds
RMSE for Neural Network: 0.20439140719014384
MAE for Neural Network: 0.16342860680642018
Training time for Neural Network: 0.5044748783111572 seconds
Testing time for Neural Network: 0.0007970333099365234 seconds
RMSE for Neural Network: 0.4518321927775281
MAE for Neural Network: 0.37329751361479246
Training time for Neural Network: 0.5433919429779053 seconds
Testing time for Neural Network: 0.0014848709106445312 seconds
RMSE for Neural Network: 256.1277604386449
MAE for Neural Network: 196.09389458417093
Training time for Neural Network: 0.6781911849975586 seconds
Testing time for Neural Network: 0.0028243064880371094 seconds
RMSE for Neural Network: 256.9601011679772
MAE for Neural Network: 197.1725711585085
Training time for Neural Network: 0.48540282249450684 seconds
Testing time for Neural Network: 0.0008561611175537109 seconds
RMSE for Neural Network: 256.3750042881659
MAE for Neural Network: 196.41350549862537
Training time for Neural Network: 0.6511139869689941 seconds
Testing time for Neural Network: 0.0009469985961914062 seconds
RMSE for Neural Network: 256.8527776201919
MAE for Neural Network: 197.03268408111308
Training time for Neural Network: 0.6396880149841309 seconds
Testing time for Neural Network: 0.0009639263153076172 seconds
RMSE for Neural Network: 0.255631493238497
MAE for Neural Network: 0.18702059911150287
Training time for Neural Network: 0.5420389175415039 seconds
Testing time for Neural Network: 0.0007808208465576172 seconds
RMSE for Neural Network: 0.22582929382825975
MAE for Neural Network: 0.18097709276606141
Training time for Neural Network: 0.6298959255218506 seconds
Testing time for Neural Network: 0.000782012939453125 seconds
RMSE for Neural Network: 256.5262125961724
MAE for Neural Network: 196.60886479820277
Training time for Neural Network: 0.5932469367980957 seconds
Testing time for Neural Network: 0.0008738040924072266 seconds
RMSE for Neural Network: 258.4583030800944
MAE for Neural Network: 199.1211281005658
Training time for Neural Network: 0.6056158542633057 seconds
Testing time for Neural Network: 0.0034780502319335938 seconds
RMSE for Neural Network: 256.43599705979176
MAE for Neural Network: 196.49231716637
Training time for Neural Network: 0.5714058876037598 seconds
Testing time for Neural Network: 0.0008530616760253906 seconds
RMSE for Neural Network: 257.48344117523965
MAE for Neural Network: 197.8541172289399
Training time for Neural Network: 0.6532809734344482 seconds
Testing time for Neural Network: 0.001058816909790039 seconds
RMSE for Neural Network: 0.17979084621177974
MAE for Neural Network: 0.13111742193788598
Training time for Neural Network: 0.5936839580535889 seconds
Testing time for Neural Network: 0.0006711483001708984 seconds
RMSE for Neural Network: 256.66231985219935
MAE for Neural Network: 196.7846445566471
Training time for Neural Network: 0.18889188766479492 seconds
Testing time for Neural Network: 0.0005049705505371094 seconds
RMSE for Neural Network: 0.3064099188687267
MAE for Neural Network: 0.25067904932803914
Training time for Neural Network: 0.5545380115509033 seconds
Testing time for Neural Network: 0.001069784164428711 seconds
RMSE for Neural Network: 258.00440600374714
MAE for Neural Network: 198.53161648046486
Training time for Neural Network: 0.5759942531585693 seconds
Testing time for Neural Network: 0.0009407997131347656 seconds
RMSE for Neural Network: 0.25419737409565607
MAE for Neural Network: 0.19969940776391648
Training time for Neural Network: 0.5792858600616455 seconds
Testing time for Neural Network: 0.0013489723205566406 seconds
RMSE for Neural Network: 0.16476229117458796
MAE for Neural Network: 0.13105305219243482
Training time for Neural Network: 1.0360510349273682 seconds
Testing time for Neural Network: 0.0009009838104248047 seconds
RMSE for Neural Network: 258.0616426897614
MAE for Neural Network: 198.6059934965159
Training time for Neural Network: 0.6049661636352539 seconds
Testing time for Neural Network: 0.0009150505065917969 seconds
RMSE for Neural Network: 257.225610600163
MAE for Neural Network: 197.51846489284665
Training time for Neural Network: 0.1933751106262207 seconds
Testing time for Neural Network: 0.0005228519439697266 seconds
RMSE for Neural Network: 0.32055214418807026
MAE for Neural Network: 0.26273036173102177
Training time for Neural Network: 0.6390881538391113 seconds
Testing time for Neural Network: 0.0008399486541748047 seconds
RMSE for Neural Network: 256.99517662564745
MAE for Neural Network: 197.21828017161022
Training time for Neural Network: 0.5817010402679443 seconds
Testing time for Neural Network: 0.002089977264404297 seconds
RMSE for Neural Network: 257.81165014628573
MAE for Neural Network: 198.28105349768248
Training time for Neural Network: 0.5975570678710938 seconds
Testing time for Neural Network: 0.0007891654968261719 seconds
RMSE for Neural Network: 257.7249978060793
MAE for Neural Network: 198.16837214637343
Training time for Neural Network: 1.2608680725097656 seconds
Testing time for Neural Network: 0.0013909339904785156 seconds
RMSE for Neural Network: 0.17761021638904606
MAE for Neural Network: 0.14366606270772267
Training time for Neural Network: 0.596494197845459 seconds
Testing time for Neural Network: 0.0009229183197021484 seconds
RMSE for Neural Network: 0.12674848236812186
MAE for Neural Network: 0.08699079931574338
Training time for Neural Network: 0.7604320049285889 seconds
Testing time for Neural Network: 0.0006988048553466797 seconds
RMSE for Neural Network: 0.20468941117622957
MAE for Neural Network: 0.1612666834721398
Training time for Neural Network: 0.7591471672058105 seconds
Testing time for Neural Network: 0.0008587837219238281 seconds
RMSE for Neural Network: 256.79676407433254
MAE for Neural Network: 196.95965897626954
Training time for Neural Network: 0.6893801689147949 seconds
Testing time for Neural Network: 0.0013790130615234375 seconds
RMSE for Neural Network: 0.13314225887657674
MAE for Neural Network: 0.10522613950608331
Training time for Neural Network: 0.6537990570068359 seconds
Testing time for Neural Network: 0.0010499954223632812 seconds
RMSE for Neural Network: 257.44180544199384
MAE for Neural Network: 197.79993026852515
Training time for Neural Network: 0.6195900440216064 seconds
Testing time for Neural Network: 0.0006868839263916016 seconds
RMSE for Neural Network: 257.0322021042607
MAE for Neural Network: 197.26652565391203
Training time for Neural Network: 0.5814237594604492 seconds
Testing time for Neural Network: 0.0008900165557861328 seconds
RMSE for Neural Network: 257.6149390519415
MAE for Neural Network: 198.02521568662806
Training time for Neural Network: 0.6831889152526855 seconds
Testing time for Neural Network: 0.0007982254028320312 seconds
RMSE for Neural Network: 257.8728450932657
MAE for Neural Network: 198.36061469327885
Training time for Neural Network: 0.6691501140594482 seconds
Testing time for Neural Network: 0.0006518363952636719 seconds
RMSE for Neural Network: 257.89091857554484
MAE for Neural Network: 198.38411002078348
Training time for Neural Network: 0.7252638339996338 seconds
Testing time for Neural Network: 0.0008528232574462891 seconds
RMSE for Neural Network: 0.3255843202593071
MAE for Neural Network: 0.25027007696390186
Training time for Neural Network: 0.7749159336090088 seconds
Testing time for Neural Network: 0.0009372234344482422 seconds
RMSE for Neural Network: 256.4874422583186
MAE for Neural Network: 196.5587817110774
Training time for Neural Network: 0.683488130569458 seconds
Testing time for Neural Network: 0.0009109973907470703 seconds
RMSE for Neural Network: 256.8855025549463
MAE for Neural Network: 197.07534256701757
Training time for Neural Network: 0.6587972640991211 seconds
Testing time for Neural Network: 0.0015437602996826172 seconds
RMSE for Neural Network: 257.7691449634135
MAE for Neural Network: 198.22578369165123
Training time for Neural Network: 0.6220207214355469 seconds
Testing time for Neural Network: 0.003443002700805664 seconds
RMSE for Neural Network: 256.0689739609338
MAE for Neural Network: 196.01786956244192
Training time for Neural Network: 0.6020817756652832 seconds
Testing time for Neural Network: 0.0009088516235351562 seconds
RMSE for Neural Network: 257.4165590949587
MAE for Neural Network: 197.76707036634886
Training time for Neural Network: 0.49210500717163086 seconds
Testing time for Neural Network: 0.0008540153503417969 seconds
RMSE for Neural Network: 0.24568501265302667
MAE for Neural Network: 0.19304884987208965
Training time for Neural Network: 0.6164147853851318 seconds
Testing time for Neural Network: 0.0008678436279296875 seconds
RMSE for Neural Network: 0.21347120956228
MAE for Neural Network: 0.16912002432636433
Training time for Neural Network: 0.5863561630249023 seconds
Testing time for Neural Network: 0.0006968975067138672 seconds
RMSE for Neural Network: 0.11349913551484908
MAE for Neural Network: 0.0892341429422347
Training time for Neural Network: 0.5763437747955322 seconds
Testing time for Neural Network: 0.0010311603546142578 seconds
RMSE for Neural Network: 257.56014657856275
MAE for Neural Network: 197.95392981845734
Training time for Neural Network: 0.3438589572906494 seconds
Testing time for Neural Network: 0.0008180141448974609 seconds
RMSE for Neural Network: 257.7381539139124
MAE for Neural Network: 198.1854818294004
Training time for Neural Network: 0.6724216938018799 seconds
Testing time for Neural Network: 0.0008592605590820312 seconds
RMSE for Neural Network: 0.14191297882389606
MAE for Neural Network: 0.11082109679676223
Training time for Neural Network: 0.5718288421630859 seconds
Testing time for Neural Network: 0.001338958740234375 seconds
RMSE for Neural Network: 257.399787257828
MAE for Neural Network: 197.74523940002976
Training time for Neural Network: 0.6120069026947021 seconds
Testing time for Neural Network: 0.0010790824890136719 seconds
RMSE for Neural Network: 258.40587984652313
MAE for Neural Network: 199.05307825867888
Training time for Neural Network: 1.167560338973999 seconds
Testing time for Neural Network: 0.006537199020385742 seconds
RMSE for Neural Network: 256.9356852340008
MAE for Neural Network: 197.1407506622249
Training time for Neural Network: 0.7485721111297607 seconds
Testing time for Neural Network: 0.0024700164794921875 seconds
RMSE for Neural Network: 256.5980875475951
MAE for Neural Network: 196.70169799237195
Training time for Neural Network: 0.4732522964477539 seconds
Testing time for Neural Network: 0.0009248256683349609 seconds
RMSE for Neural Network: 258.1686413273163
MAE for Neural Network: 198.74500393668393
Training time for Neural Network: 0.635009765625 seconds
Testing time for Neural Network: 0.0006489753723144531 seconds
RMSE for Neural Network: 258.1219362913526
MAE for Neural Network: 198.68433058446533
Training time for Neural Network: 0.6373801231384277 seconds
Testing time for Neural Network: 0.0008881092071533203 seconds
RMSE for Neural Network: 258.1369043925729
MAE for Neural Network: 198.70377609492053
Training time for Neural Network: 0.55721116065979 seconds
Testing time for Neural Network: 0.0008530616760253906 seconds
RMSE for Neural Network: 0.33757971876477727
MAE for Neural Network: 0.2725208607774929
Training time for Neural Network: 0.4994828701019287 seconds
Testing time for Neural Network: 0.0009210109710693359 seconds
RMSE for Neural Network: 257.47895097848135
MAE for Neural Network: 197.8482737402053
Training time for Neural Network: 0.4877939224243164 seconds
Testing time for Neural Network: 0.0014369487762451172 seconds
RMSE for Neural Network: 0.2388285780357582
MAE for Neural Network: 0.19197387109755668
Training time for Neural Network: 0.5613250732421875 seconds
Testing time for Neural Network: 0.0006859302520751953 seconds
RMSE for Neural Network: 256.22949756377216
MAE for Neural Network: 196.22543599543482
Training time for Neural Network: 0.5857939720153809 seconds
Testing time for Neural Network: 0.0008819103240966797 seconds
RMSE for Neural Network: 256.9692711690567
MAE for Neural Network: 197.18452157853616
Training time for Neural Network: 0.49921584129333496 seconds
Testing time for Neural Network: 0.0008780956268310547 seconds
RMSE for Neural Network: 0.5263100834152868
MAE for Neural Network: 0.37202163686024375
Training time for Neural Network: 0.5933680534362793 seconds
Testing time for Neural Network: 0.0007839202880859375 seconds
RMSE for Neural Network: 256.9495699207618
MAE for Neural Network: 197.15884638398668
Training time for Neural Network: 0.594871997833252 seconds
Testing time for Neural Network: 0.0008399486541748047 seconds
RMSE for Neural Network: 0.4270225932722599
MAE for Neural Network: 0.35317190211473176
Training time for Neural Network: 0.5390148162841797 seconds
Testing time for Neural Network: 0.0007891654968261719 seconds
RMSE for Neural Network: 0.19758843105509863
MAE for Neural Network: 0.1575194439233767
Training time for Neural Network: 0.5879838466644287 seconds
Testing time for Neural Network: 0.0009419918060302734 seconds
RMSE for Neural Network: 0.17781941159768141
MAE for Neural Network: 0.13833778718820205
Training time for Neural Network: 0.5939271450042725 seconds
Testing time for Neural Network: 0.002624988555908203 seconds
RMSE for Neural Network: 15.93740136622812
MAE for Neural Network: 12.855251506244032
Training time for Neural Network: 0.6174120903015137 seconds
Testing time for Neural Network: 0.0009846687316894531 seconds
RMSE for Neural Network: 256.3921700216073
MAE for Neural Network: 196.43568749489484
Training time for Neural Network: 1.101973056793213 seconds
Testing time for Neural Network: 0.0019049644470214844 seconds
RMSE for Neural Network: 0.28447048510876505
MAE for Neural Network: 0.2293908690620634
Training time for Neural Network: 0.5859179496765137 seconds
Testing time for Neural Network: 0.0010318756103515625 seconds
RMSE for Neural Network: 257.8439093775226
MAE for Neural Network: 198.3229962159812
Training time for Neural Network: 0.617034912109375 seconds
Testing time for Neural Network: 0.0008912086486816406 seconds
RMSE for Neural Network: 0.19825652742498687
MAE for Neural Network: 0.15398637475015087
Training time for Neural Network: 0.6283361911773682 seconds
Testing time for Neural Network: 0.0008478164672851562 seconds
RMSE for Neural Network: 0.6281349560497399
MAE for Neural Network: 0.49974486351998526
Training time for Neural Network: 0.6321442127227783 seconds
Testing time for Neural Network: 0.0009019374847412109 seconds
RMSE for Neural Network: 257.3574289066354
MAE for Neural Network: 197.69009949522982
Training time for Neural Network: 0.1710200309753418 seconds
Testing time for Neural Network: 0.0004909038543701172 seconds
RMSE for Neural Network: 0.40235284422258705
MAE for Neural Network: 0.3104391904882812
Training time for Neural Network: 0.5203549861907959 seconds
Testing time for Neural Network: 0.00131988525390625 seconds
RMSE for Neural Network: 0.5904976195815664
MAE for Neural Network: 0.46627490495437085
Training time for Neural Network: 0.6661376953125 seconds
Testing time for Neural Network: 0.0021491050720214844 seconds
RMSE for Neural Network: 0.19530346794887074
MAE for Neural Network: 0.1514148239931353
Training time for Neural Network: 0.611163854598999 seconds
Testing time for Neural Network: 0.00335693359375 seconds
RMSE for Neural Network: 257.70349144383215
MAE for Neural Network: 198.1404015523872
Training time for Neural Network: 0.550260066986084 seconds
Testing time for Neural Network: 0.0014111995697021484 seconds
RMSE for Neural Network: 256.74872265605893
MAE for Neural Network: 196.89701828752476
Training time for Neural Network: 1.3593828678131104 seconds
Testing time for Neural Network: 0.0013959407806396484 seconds
RMSE for Neural Network: 256.7622360057036
MAE for Neural Network: 196.91463902830748
Training time for Neural Network: 0.7042360305786133 seconds
Testing time for Neural Network: 0.001703023910522461 seconds
RMSE for Neural Network: 0.26057941177372657
MAE for Neural Network: 0.20529489185764582
Training time for Neural Network: 0.20200300216674805 seconds
Testing time for Neural Network: 0.0005259513854980469 seconds
RMSE for Neural Network: 257.5868031632785
MAE for Neural Network: 197.98861176562042
Training time for Neural Network: 0.7369542121887207 seconds
Testing time for Neural Network: 0.0009348392486572266 seconds
RMSE for Neural Network: 0.19705408223836093
MAE for Neural Network: 0.150933850541601
Training time for Neural Network: 1.0458600521087646 seconds
Testing time for Neural Network: 0.0007028579711914062 seconds
RMSE for Neural Network: 0.20902625395013366
MAE for Neural Network: 0.16044381880296726
Training time for Neural Network: 0.9043729305267334 seconds
Testing time for Neural Network: 0.0013229846954345703 seconds
RMSE for Neural Network: 0.20423275951827843
MAE for Neural Network: 0.15067744850278014
Training time for Neural Network: 0.7159919738769531 seconds
Testing time for Neural Network: 0.0015010833740234375 seconds
RMSE for Neural Network: 257.3143103804566
MAE for Neural Network: 197.63396355781052
Training time for Neural Network: 0.6589818000793457 seconds
Testing time for Neural Network: 0.0007970333099365234 seconds
RMSE for Neural Network: 0.2810676730871211
MAE for Neural Network: 0.21982617587062492
Training time for Neural Network: 0.6789791584014893 seconds
Testing time for Neural Network: 0.0010628700256347656 seconds
RMSE for Neural Network: 258.2662258402771
MAE for Neural Network: 198.87174921235302
Training time for Neural Network: 0.5816469192504883 seconds
Testing time for Neural Network: 0.0008442401885986328 seconds
RMSE for Neural Network: 256.1568604587216
MAE for Neural Network: 196.13152333288707
Training time for Neural Network: 0.6877782344818115 seconds
Testing time for Neural Network: 0.002010822296142578 seconds
RMSE for Neural Network: 258.06268261898134
MAE for Neural Network: 198.60734474209437
Training time for Neural Network: 0.7324018478393555 seconds
Testing time for Neural Network: 0.0006508827209472656 seconds
RMSE for Neural Network: 257.63479830638164
MAE for Neural Network: 198.05105029605355
Training time for Neural Network: 0.6521337032318115 seconds
Testing time for Neural Network: 0.0009288787841796875 seconds
RMSE for Neural Network: 0.12836634248838402
MAE for Neural Network: 0.09882100043193556
Training time for Neural Network: 0.5471160411834717 seconds
Testing time for Neural Network: 0.0010378360748291016 seconds
RMSE for Neural Network: 0.40167354995092147
MAE for Neural Network: 0.3230230972494789
Training time for Neural Network: 0.5408077239990234 seconds
Testing time for Neural Network: 0.0008311271667480469 seconds
RMSE for Neural Network: 0.22372762974835528
MAE for Neural Network: 0.1756579783948827
Training time for Neural Network: 0.6153469085693359 seconds
Testing time for Neural Network: 0.001020193099975586 seconds
RMSE for Neural Network: 256.37341558721937
MAE for Neural Network: 196.4114524861089
Training time for Neural Network: 0.5732851028442383 seconds
Testing time for Neural Network: 0.0008308887481689453 seconds
RMSE for Neural Network: 256.84994843721006
MAE for Neural Network: 197.02899593003428
Training time for Neural Network: 0.6502399444580078 seconds
Testing time for Neural Network: 0.0009112358093261719 seconds
RMSE for Neural Network: 0.37222213911708973
MAE for Neural Network: 0.29942671336005244
Training time for Neural Network: 0.623805046081543 seconds
Testing time for Neural Network: 0.0008571147918701172 seconds
RMSE for Neural Network: 0.23470023085588612
MAE for Neural Network: 0.18721580408331703
Training time for Neural Network: 0.5591099262237549 seconds
Testing time for Neural Network: 0.0013260841369628906 seconds
RMSE for Neural Network: 0.27225567435245296
MAE for Neural Network: 0.22057388176696016
Training time for Neural Network: 0.6504111289978027 seconds
Testing time for Neural Network: 0.0008518695831298828 seconds
RMSE for Neural Network: 256.7367450868745
MAE for Neural Network: 196.8813995856459
Training time for Neural Network: 0.6539387702941895 seconds
Testing time for Neural Network: 0.0028061866760253906 seconds
RMSE for Neural Network: 257.58322451084746
MAE for Neural Network: 197.98395585098717
Training time for Neural Network: 0.21201515197753906 seconds
Testing time for Neural Network: 0.0012431144714355469 seconds
RMSE for Neural Network: 0.1724547641079745
MAE for Neural Network: 0.13690814702791423
Training time for Neural Network: 0.6275599002838135 seconds
Testing time for Neural Network: 0.0010941028594970703 seconds
RMSE for Neural Network: 0.283305170736177
MAE for Neural Network: 0.22989120655087525
Training time for Neural Network: 1.2292969226837158 seconds
Testing time for Neural Network: 0.0010647773742675781 seconds
RMSE for Neural Network: 0.25671493839174336
MAE for Neural Network: 0.18983195900907934
Training time for Neural Network: 0.6600751876831055 seconds
Testing time for Neural Network: 0.0009567737579345703 seconds
RMSE for Neural Network: 0.13532943951710621
MAE for Neural Network: 0.1064738823925067
Training time for Neural Network: 0.6684839725494385 seconds
Testing time for Neural Network: 0.002012014389038086 seconds
RMSE for Neural Network: 257.7927644495568
MAE for Neural Network: 198.2564970626301
Training time for Neural Network: 0.5625030994415283 seconds
Testing time for Neural Network: 0.0013568401336669922 seconds
RMSE for Neural Network: 0.26871517581026416
MAE for Neural Network: 0.21171199355959958
Training time for Neural Network: 0.617595911026001 seconds
Testing time for Neural Network: 0.0020101070404052734 seconds
RMSE for Neural Network: 0.24460005940093682
MAE for Neural Network: 0.2036337174992348
Training time for Neural Network: 0.6620378494262695 seconds
Testing time for Neural Network: 0.0008482933044433594 seconds
RMSE for Neural Network: 0.31937469065931484
MAE for Neural Network: 0.25315463912860925
Training time for Neural Network: 0.6220343112945557 seconds
Testing time for Neural Network: 0.0008749961853027344 seconds
RMSE for Neural Network: 256.9579430166526
MAE for Neural Network: 197.16975859484464
Training time for Neural Network: 0.6467819213867188 seconds
Testing time for Neural Network: 0.0016748905181884766 seconds
RMSE for Neural Network: 257.7811315669398
MAE for Neural Network: 198.24137059890379
Training time for Neural Network: 0.6338248252868652 seconds
Testing time for Neural Network: 0.0009262561798095703 seconds
RMSE for Neural Network: 257.5252897858428
MAE for Neural Network: 197.90857511558795
Training time for Neural Network: 0.5823137760162354 seconds
Testing time for Neural Network: 0.0007967948913574219 seconds
RMSE for Neural Network: 0.19663683736405263
MAE for Neural Network: 0.138272601245305
Training time for Neural Network: 0.49723196029663086 seconds
Testing time for Neural Network: 0.0009937286376953125 seconds
RMSE for Neural Network: 0.31173532674861176
MAE for Neural Network: 0.2358487919554889
Training time for Neural Network: 0.6037387847900391 seconds
Testing time for Neural Network: 0.0012691020965576172 seconds
RMSE for Neural Network: 0.14595698798750867
MAE for Neural Network: 0.11530724052804413
Training time for Neural Network: 1.1657190322875977 seconds
Testing time for Neural Network: 0.0010328292846679688 seconds
RMSE for Neural Network: 257.904291262866
MAE for Neural Network: 198.4014936355098
Training time for Neural Network: 0.6564333438873291 seconds
Testing time for Neural Network: 0.000888824462890625 seconds
RMSE for Neural Network: 257.1814574137229
MAE for Neural Network: 197.46096136311752
Training time for Neural Network: 0.6621658802032471 seconds
Testing time for Neural Network: 0.0009710788726806641 seconds
RMSE for Neural Network: 256.6014566188743
MAE for Neural Network: 196.70604901384337
Training time for Neural Network: 0.5988497734069824 seconds
Testing time for Neural Network: 0.0016410350799560547 seconds
RMSE for Neural Network: 0.32995669085207036
MAE for Neural Network: 0.24593194665161985
Training time for Neural Network: 0.5946650505065918 seconds
Testing time for Neural Network: 0.0009770393371582031 seconds
RMSE for Neural Network: 256.3044954617988
MAE for Neural Network: 196.32238123490416
Training time for Neural Network: 0.9324030876159668 seconds
Testing time for Neural Network: 0.0009310245513916016 seconds
RMSE for Neural Network: 0.12681186871831862
MAE for Neural Network: 0.09908926303368762
Training time for Neural Network: 0.6088287830352783 seconds
Testing time for Neural Network: 0.00150299072265625 seconds
RMSE for Neural Network: 257.1790456130467
MAE for Neural Network: 197.45782012226704
Training time for Neural Network: 0.6156339645385742 seconds
Testing time for Neural Network: 0.0006542205810546875 seconds
RMSE for Neural Network: 256.76216527587235
MAE for Neural Network: 196.91454680179012
Training time for Neural Network: 0.7109401226043701 seconds
Testing time for Neural Network: 0.0007929801940917969 seconds
RMSE for Neural Network: 12.868054199261584
MAE for Neural Network: 10.274665090459704
Training time for Neural Network: 0.17635416984558105 seconds
Testing time for Neural Network: 0.0013802051544189453 seconds
RMSE for Neural Network: 0.41816462624088063
MAE for Neural Network: 0.3454300073558483
Training time for Neural Network: 0.6487917900085449 seconds
Testing time for Neural Network: 0.0009152889251708984 seconds
RMSE for Neural Network: 257.46613425971765
MAE for Neural Network: 197.83159382576622
Training time for Neural Network: 0.9355490207672119 seconds
Testing time for Neural Network: 0.006506919860839844 seconds
RMSE for Neural Network: 0.22746992714308648
MAE for Neural Network: 0.1622444252568479
Training time for Neural Network: 1.048694133758545 seconds
Testing time for Neural Network: 0.0023717880249023438 seconds
RMSE for Neural Network: 257.3531817416281
MAE for Neural Network: 197.6845704083641
Training time for Neural Network: 0.7346973419189453 seconds
Testing time for Neural Network: 0.0014340877532958984 seconds
RMSE for Neural Network: 255.91958167000345
MAE for Neural Network: 195.8246295429299
Training time for Neural Network: 0.6282920837402344 seconds
Testing time for Neural Network: 0.0008640289306640625 seconds
RMSE for Neural Network: 0.31275636105128296
MAE for Neural Network: 0.25207865150110553
Training time for Neural Network: 0.7123429775238037 seconds
Testing time for Neural Network: 0.0018758773803710938 seconds
RMSE for Neural Network: 257.4551394697587
MAE for Neural Network: 197.8172845440785
Training time for Neural Network: 0.6880490779876709 seconds
Testing time for Neural Network: 0.00251007080078125 seconds
RMSE for Neural Network: 256.92729124731375
MAE for Neural Network: 197.12981056319717
Training time for Neural Network: 0.736541748046875 seconds
Testing time for Neural Network: 0.002079010009765625 seconds
RMSE for Neural Network: 256.46902241486526
MAE for Neural Network: 196.53498529994584
Training time for Neural Network: 0.7099130153656006 seconds
Testing time for Neural Network: 0.0013570785522460938 seconds
RMSE for Neural Network: 0.26727046407611577
MAE for Neural Network: 0.21771015350082698
Training time for Neural Network: 0.769597053527832 seconds
Testing time for Neural Network: 0.0008471012115478516 seconds
RMSE for Neural Network: 0.2713454863363993
MAE for Neural Network: 0.22609777596708494
Training time for Neural Network: 0.7378759384155273 seconds
Testing time for Neural Network: 0.0019109249114990234 seconds
RMSE for Neural Network: 0.17630165609560702
MAE for Neural Network: 0.12762931776669473
Training time for Neural Network: 0.5496509075164795 seconds
Testing time for Neural Network: 0.0008471012115478516 seconds
RMSE for Neural Network: 256.90672850098605
MAE for Neural Network: 197.103009551045
Training time for Neural Network: 0.6134059429168701 seconds
Testing time for Neural Network: 0.0024750232696533203 seconds
RMSE for Neural Network: 0.2753234433233005
MAE for Neural Network: 0.20919930622648814
Training time for Neural Network: 0.6259360313415527 seconds
Testing time for Neural Network: 0.001318216323852539 seconds
RMSE for Neural Network: 258.47567855807426
MAE for Neural Network: 199.14368087151786
Training time for Neural Network: 0.6247711181640625 seconds
Testing time for Neural Network: 0.0014240741729736328 seconds
RMSE for Neural Network: 255.9942182690171
MAE for Neural Network: 195.9211746962472
Training time for Neural Network: 0.5774099826812744 seconds
Testing time for Neural Network: 0.0009310245513916016 seconds
RMSE for Neural Network: 0.2704707529028733
MAE for Neural Network: 0.21545650176691533
Training time for Neural Network: 0.6292228698730469 seconds
Testing time for Neural Network: 0.0009410381317138672 seconds
RMSE for Neural Network: 0.14964722017746382
MAE for Neural Network: 0.11782748785679456
Training time for Neural Network: 0.365811824798584 seconds
Testing time for Neural Network: 0.003972053527832031 seconds
RMSE for Neural Network: 257.3333159142303
MAE for Neural Network: 197.65870763620072
Training time for Neural Network: 0.645927906036377 seconds
Testing time for Neural Network: 0.0009300708770751953 seconds
RMSE for Neural Network: 257.7289041934582
MAE for Neural Network: 198.17345251511557
Training time for Neural Network: 0.5552282333374023 seconds
Testing time for Neural Network: 0.0008387565612792969 seconds
RMSE for Neural Network: 0.4007666380101441
MAE for Neural Network: 0.32309886538365157
Training time for Neural Network: 0.5528488159179688 seconds
Testing time for Neural Network: 0.0008862018585205078 seconds
RMSE for Neural Network: 0.38136027457660165
MAE for Neural Network: 0.3067037652506937
Training time for Neural Network: 0.5958209037780762 seconds
Testing time for Neural Network: 0.0009047985076904297 seconds
RMSE for Neural Network: 0.1697307789239067
MAE for Neural Network: 0.11687124411066772
Training time for Neural Network: 0.5865240097045898 seconds
Testing time for Neural Network: 0.0007059574127197266 seconds
RMSE for Neural Network: 257.9964682160344
MAE for Neural Network: 198.52130071341782
Training time for Neural Network: 0.5492339134216309 seconds
Testing time for Neural Network: 0.0009028911590576172 seconds
RMSE for Neural Network: 257.6557118265202
MAE for Neural Network: 198.07825489394548
Training time for Neural Network: 0.5448708534240723 seconds
Testing time for Neural Network: 0.0009179115295410156 seconds
RMSE for Neural Network: 0.20647565050220504
MAE for Neural Network: 0.16216996768165182
Training time for Neural Network: 0.6420230865478516 seconds
Testing time for Neural Network: 0.0008728504180908203 seconds
RMSE for Neural Network: 257.9594226645457
MAE for Neural Network: 198.47315427136667
Training time for Neural Network: 1.2859761714935303 seconds
Testing time for Neural Network: 0.0008869171142578125 seconds
RMSE for Neural Network: 0.15895682713277426
MAE for Neural Network: 0.12285517777838625
Training time for Neural Network: 0.1626145839691162 seconds
Testing time for Neural Network: 0.00047397613525390625 seconds
RMSE for Neural Network: 256.4988472761063
MAE for Neural Network: 196.57351513719183
Training time for Neural Network: 0.5050811767578125 seconds
Testing time for Neural Network: 0.0007569789886474609 seconds
RMSE for Neural Network: 255.9345771915447
MAE for Neural Network: 195.8440159306856
Training time for Neural Network: 1.8091301918029785 seconds
Testing time for Neural Network: 0.0009109973907470703 seconds
RMSE for Neural Network: 0.2357779381874063
MAE for Neural Network: 0.186499773268317
Training time for Neural Network: 0.7615261077880859 seconds
Testing time for Neural Network: 0.0012218952178955078 seconds
RMSE for Neural Network: 0.46465073103311433
MAE for Neural Network: 0.3933347160049267
Training time for Neural Network: 0.586867094039917 seconds
Testing time for Neural Network: 0.0008759498596191406 seconds
RMSE for Neural Network: 257.93796081422863
MAE for Neural Network: 198.44525908673802
Training time for Neural Network: 0.6348972320556641 seconds
Testing time for Neural Network: 0.0035970211029052734 seconds
RMSE for Neural Network: 258.39147520415156
MAE for Neural Network: 199.03437814402233
Training time for Neural Network: 1.126115083694458 seconds
Testing time for Neural Network: 0.0013580322265625 seconds
RMSE for Neural Network: 255.9846311699602
MAE for Neural Network: 195.90877254689752
Training time for Neural Network: 0.5750548839569092 seconds
Testing time for Neural Network: 0.0007061958312988281 seconds
RMSE for Neural Network: 0.3075602910660348
MAE for Neural Network: 0.25783852130415874
Training time for Neural Network: 0.6347899436950684 seconds
Testing time for Neural Network: 0.0009021759033203125 seconds
RMSE for Neural Network: 0.20141620651577455
MAE for Neural Network: 0.15067032197357969
Training time for Neural Network: 0.6374270915985107 seconds
Testing time for Neural Network: 0.0008759498596191406 seconds
RMSE for Neural Network: 0.2017566385329534
MAE for Neural Network: 0.1534838469769779
Training time for Neural Network: 0.5585331916809082 seconds
Testing time for Neural Network: 0.0009028911590576172 seconds
RMSE for Neural Network: 0.2777718382432594
MAE for Neural Network: 0.2064387947823452
Training time for Neural Network: 0.641960859298706 seconds
Testing time for Neural Network: 0.0009229183197021484 seconds
RMSE for Neural Network: 0.24942047812959353
MAE for Neural Network: 0.19672467649893538
Training time for Neural Network: 0.8379409313201904 seconds
Testing time for Neural Network: 0.0019140243530273438 seconds
RMSE for Neural Network: 0.22723432837793087
MAE for Neural Network: 0.18148580633323427
Training time for Neural Network: 0.6230456829071045 seconds
Testing time for Neural Network: 0.0009381771087646484 seconds
RMSE for Neural Network: 257.0817665921473
MAE for Neural Network: 197.33110231065777
Training time for Neural Network: 0.7176578044891357 seconds
Testing time for Neural Network: 0.0009169578552246094 seconds
RMSE for Neural Network: 0.4403556445595961
MAE for Neural Network: 0.3245186777122633
Training time for Neural Network: 0.711543083190918 seconds
Testing time for Neural Network: 0.0013911724090576172 seconds
RMSE for Neural Network: 256.7635572136885
MAE for Neural Network: 196.91636178344115
Training time for Neural Network: 0.7866969108581543 seconds
Testing time for Neural Network: 0.002766847610473633 seconds
RMSE for Neural Network: 0.17791290730494821
MAE for Neural Network: 0.13135314956967487
Training time for Neural Network: 1.005075216293335 seconds
Testing time for Neural Network: 0.009589672088623047 seconds
RMSE for Neural Network: 0.19017368763768688
MAE for Neural Network: 0.1494604318743443
Training time for Neural Network: 0.9551427364349365 seconds
Testing time for Neural Network: 0.0006463527679443359 seconds
RMSE for Neural Network: 0.22139557269282353
MAE for Neural Network: 0.16234273960255877
Training time for Neural Network: 0.8007099628448486 seconds
Testing time for Neural Network: 0.001834869384765625 seconds
RMSE for Neural Network: 0.20740531887935748
MAE for Neural Network: 0.16559824541290588
Training time for Neural Network: 0.25188302993774414 seconds
Testing time for Neural Network: 0.0006248950958251953 seconds
RMSE for Neural Network: 257.20300616072905
MAE for Neural Network: 197.4890265384789
Training time for Neural Network: 1.1896090507507324 seconds
Testing time for Neural Network: 0.0008730888366699219 seconds
RMSE for Neural Network: 256.8818272415089
MAE for Neural Network: 197.07055181314246
Training time for Neural Network: 0.7815837860107422 seconds
Testing time for Neural Network: 0.0006542205810546875 seconds
RMSE for Neural Network: 0.18366359201232949
MAE for Neural Network: 0.14530352726434237
Training time for Neural Network: 0.6691548824310303 seconds
Testing time for Neural Network: 0.0017731189727783203 seconds
RMSE for Neural Network: 0.23776278190839864
MAE for Neural Network: 0.1907374877570859
Training time for Neural Network: 0.7802882194519043 seconds
Testing time for Neural Network: 0.0007658004760742188 seconds
RMSE for Neural Network: 0.2597014515694479
MAE for Neural Network: 0.20038445327144194
Training time for Neural Network: 0.6769959926605225 seconds
Testing time for Neural Network: 0.0009920597076416016 seconds
RMSE for Neural Network: 257.0392271580313
MAE for Neural Network: 197.27567899515137
Training time for Neural Network: 0.7663381099700928 seconds
Testing time for Neural Network: 0.0034821033477783203 seconds
RMSE for Neural Network: 257.73914231321794
MAE for Neural Network: 198.18676723069382
Training time for Neural Network: 0.7709970474243164 seconds
Testing time for Neural Network: 0.0007736682891845703 seconds
RMSE for Neural Network: 0.3272224877663667
MAE for Neural Network: 0.27193562051598547
Training time for Neural Network: 0.8443748950958252 seconds
Testing time for Neural Network: 0.0021779537200927734 seconds
RMSE for Neural Network: 0.1311355627441288
MAE for Neural Network: 0.09458635236245609
Training time for Neural Network: 0.6532349586486816 seconds
Testing time for Neural Network: 0.0006411075592041016 seconds
RMSE for Neural Network: 256.4027462307459
MAE for Neural Network: 196.44935382038182
Training time for Neural Network: 0.8151340484619141 seconds
Testing time for Neural Network: 0.0007960796356201172 seconds
RMSE for Neural Network: 0.35281831162598387
MAE for Neural Network: 0.2814409603062887
Training time for Neural Network: 0.6971120834350586 seconds
Testing time for Neural Network: 0.0011799335479736328 seconds
RMSE for Neural Network: 0.28659593240014236
MAE for Neural Network: 0.22951192501819903
Training time for Neural Network: 0.7284388542175293 seconds
Testing time for Neural Network: 0.004240989685058594 seconds
RMSE for Neural Network: 0.1302680945771883
MAE for Neural Network: 0.10159275763615011
Training time for Neural Network: 0.7414309978485107 seconds
Testing time for Neural Network: 0.003968954086303711 seconds
RMSE for Neural Network: 0.3733640766395522
MAE for Neural Network: 0.2875641775177104
Training time for Neural Network: 0.7840147018432617 seconds
Testing time for Neural Network: 0.0014731884002685547 seconds
RMSE for Neural Network: 257.99650046475233
MAE for Neural Network: 198.52134262355503
Training time for Neural Network: 0.8096592426300049 seconds
Testing time for Neural Network: 0.0024557113647460938 seconds
RMSE for Neural Network: 258.2981218236317
MAE for Neural Network: 198.91316940468184
Training time for Neural Network: 0.186784029006958 seconds
Testing time for Neural Network: 0.0005376338958740234 seconds
RMSE for Neural Network: 0.2776987590229581
MAE for Neural Network: 0.22580108525802267
Training time for Neural Network: 0.6618008613586426 seconds
Testing time for Neural Network: 0.0028901100158691406 seconds
RMSE for Neural Network: 256.94244994981244
MAE for Neural Network: 197.1495671088625
Training time for Neural Network: 0.684499979019165 seconds
Testing time for Neural Network: 0.0011491775512695312 seconds
RMSE for Neural Network: 0.26017393001948635
MAE for Neural Network: 0.2045951358961552
Training time for Neural Network: 0.7752909660339355 seconds
Testing time for Neural Network: 0.0009441375732421875 seconds
RMSE for Neural Network: 0.22053722019006777
MAE for Neural Network: 0.1778661936584424
Training time for Neural Network: 0.7010209560394287 seconds
Testing time for Neural Network: 0.0008480548858642578 seconds
RMSE for Neural Network: 0.2828941631420772
MAE for Neural Network: 0.22594899098598198
Training time for Neural Network: 0.5987451076507568 seconds
Testing time for Neural Network: 0.0008320808410644531 seconds
RMSE for Neural Network: 0.30330276037243
MAE for Neural Network: 0.2337883991441597
Training time for Neural Network: 1.2714447975158691 seconds
Testing time for Neural Network: 0.0009319782257080078 seconds
RMSE for Neural Network: 0.2947879172183409
MAE for Neural Network: 0.24336625462615458
Training time for Neural Network: 0.6576128005981445 seconds
Testing time for Neural Network: 0.0006680488586425781 seconds
RMSE for Neural Network: 0.12347571985627331
MAE for Neural Network: 0.10072779612357138
Training time for Neural Network: 0.6392199993133545 seconds
Testing time for Neural Network: 0.0008790493011474609 seconds
RMSE for Neural Network: 0.27871907674286556
MAE for Neural Network: 0.22070569665314882
Training time for Neural Network: 0.6399171352386475 seconds
Testing time for Neural Network: 0.002313852310180664 seconds
RMSE for Neural Network: 257.0167340271525
MAE for Neural Network: 197.2463708030747
Training time for Neural Network: 0.676844596862793 seconds
Testing time for Neural Network: 0.0008933544158935547 seconds
RMSE for Neural Network: 0.2819871932835681
MAE for Neural Network: 0.2243132634626559
Training time for Neural Network: 1.1735451221466064 seconds
Testing time for Neural Network: 0.002002716064453125 seconds
RMSE for Neural Network: 257.2734103271246
MAE for Neural Network: 197.58070980323214
Training time for Neural Network: 0.6772892475128174 seconds
Testing time for Neural Network: 0.0007078647613525391 seconds
RMSE for Neural Network: 258.06370518101966
MAE for Neural Network: 198.60867341774437
Training time for Neural Network: 0.6046581268310547 seconds
Testing time for Neural Network: 0.0011188983917236328 seconds
RMSE for Neural Network: 0.2648938456178345
MAE for Neural Network: 0.20602646997547308
Training time for Neural Network: 0.6467688083648682 seconds
Testing time for Neural Network: 0.0018527507781982422 seconds
RMSE for Neural Network: 257.4753962794862
MAE for Neural Network: 197.8436476470206
Training time for Neural Network: 0.5946459770202637 seconds
Testing time for Neural Network: 0.0009107589721679688 seconds
RMSE for Neural Network: 257.1131722303788
MAE for Neural Network: 197.37201564398237
Training time for Neural Network: 0.565803050994873 seconds
Testing time for Neural Network: 0.0019609928131103516 seconds
RMSE for Neural Network: 0.39844085225062315
MAE for Neural Network: 0.31787183693784316
Training time for Neural Network: 0.616995096206665 seconds
Testing time for Neural Network: 0.0013659000396728516 seconds
RMSE for Neural Network: 0.1285019861747204
MAE for Neural Network: 0.09948969075297029
Training time for Neural Network: 0.19360804557800293 seconds
Testing time for Neural Network: 0.0006437301635742188 seconds
RMSE for Neural Network: 257.4097468158646
MAE for Neural Network: 197.75820332114552
Training time for Neural Network: 0.650223970413208 seconds
Testing time for Neural Network: 0.0013890266418457031 seconds
RMSE for Neural Network: 0.21864156752720562
MAE for Neural Network: 0.16881720702072633
Training time for Neural Network: 0.5688478946685791 seconds
Testing time for Neural Network: 0.0007722377777099609 seconds
RMSE for Neural Network: 0.2658350709039874
MAE for Neural Network: 0.2116445554085223
Training time for Neural Network: 0.708453893661499 seconds
Testing time for Neural Network: 0.0009398460388183594 seconds
RMSE for Neural Network: 256.9198565462002
MAE for Neural Network: 197.12012051721183
Training time for Neural Network: 0.6977329254150391 seconds
Testing time for Neural Network: 0.0011157989501953125 seconds
RMSE for Neural Network: 256.38756984048604
MAE for Neural Network: 196.42974312665126
Training time for Neural Network: 0.7193882465362549 seconds
Testing time for Neural Network: 0.0029129981994628906 seconds
RMSE for Neural Network: 258.1601760175147
MAE for Neural Network: 198.7340074229727
Training time for Neural Network: 0.6703879833221436 seconds
Testing time for Neural Network: 0.0031092166900634766 seconds
RMSE for Neural Network: 0.1976233212050199
MAE for Neural Network: 0.14717763592445088
Training time for Neural Network: 0.7117891311645508 seconds
Testing time for Neural Network: 0.0016510486602783203 seconds
RMSE for Neural Network: 256.3742322559633
MAE for Neural Network: 196.41250783446358
Training time for Neural Network: 0.7115330696105957 seconds
Testing time for Neural Network: 0.0032820701599121094 seconds
RMSE for Neural Network: 0.18179712290514105
MAE for Neural Network: 0.12882014159998373
Training time for Neural Network: 0.6872918605804443 seconds
Testing time for Neural Network: 0.0013720989227294922 seconds
RMSE for Neural Network: 258.2135975567774
MAE for Neural Network: 198.8033983316518
Training time for Neural Network: 0.6767480373382568 seconds
Testing time for Neural Network: 0.0009250640869140625 seconds
RMSE for Neural Network: 256.6083007137749
MAE for Neural Network: 196.71488776658987
Training time for Neural Network: 1.2179300785064697 seconds
Testing time for Neural Network: 0.0006308555603027344 seconds
RMSE for Neural Network: 0.2868925894505665
MAE for Neural Network: 0.22492011250399102
Training time for Neural Network: 0.6507210731506348 seconds
Testing time for Neural Network: 0.0010230541229248047 seconds
RMSE for Neural Network: 0.20559530205206902
MAE for Neural Network: 0.16603139295056504
Training time for Neural Network: 0.7112886905670166 seconds
Testing time for Neural Network: 0.0009770393371582031 seconds
RMSE for Neural Network: 256.5759518485976
MAE for Neural Network: 196.67310962096803
Training time for Neural Network: 0.5914580821990967 seconds
Testing time for Neural Network: 0.0008261203765869141 seconds
RMSE for Neural Network: 0.16069139282062214
MAE for Neural Network: 0.12305251232649067
Training time for Neural Network: 0.38244104385375977 seconds
Testing time for Neural Network: 0.0006890296936035156 seconds
RMSE for Neural Network: 256.21819261699534
MAE for Neural Network: 196.2108210406512
Training time for Neural Network: 0.6211562156677246 seconds
Testing time for Neural Network: 0.0008249282836914062 seconds
RMSE for Neural Network: 0.21567977195918642
MAE for Neural Network: 0.16453767500156138
Training time for Neural Network: 0.46843719482421875 seconds
Testing time for Neural Network: 0.0007648468017578125 seconds
RMSE for Neural Network: 0.5797302706037271
MAE for Neural Network: 0.4494613129773512
Training time for Neural Network: 0.5821969509124756 seconds
Testing time for Neural Network: 0.0007059574127197266 seconds
RMSE for Neural Network: 257.11334666245
MAE for Neural Network: 197.372242873625
Training time for Neural Network: 0.6314620971679688 seconds
Testing time for Neural Network: 0.0007848739624023438 seconds
RMSE for Neural Network: 0.11155412977798529
MAE for Neural Network: 0.08747522462610917
Training time for Neural Network: 0.5578391551971436 seconds
Testing time for Neural Network: 0.0008559226989746094 seconds
RMSE for Neural Network: 0.18818558340361907
MAE for Neural Network: 0.1508427814988254
Training time for Neural Network: 0.4581007957458496 seconds
Testing time for Neural Network: 0.0008258819580078125 seconds
RMSE for Neural Network: 258.16778902173013
MAE for Neural Network: 198.7438967952691
Training time for Neural Network: 0.6077301502227783 seconds
Testing time for Neural Network: 0.0011620521545410156 seconds
RMSE for Neural Network: 257.2362814395743
MAE for Neural Network: 197.53236118130087
Training time for Neural Network: 0.6294689178466797 seconds
Testing time for Neural Network: 0.0008921623229980469 seconds
RMSE for Neural Network: 257.01704394144224
MAE for Neural Network: 197.2467746286292
Training time for Neural Network: 0.6535789966583252 seconds
Testing time for Neural Network: 0.0011713504791259766 seconds
RMSE for Neural Network: 258.32999095232304
MAE for Neural Network: 198.9545512181798
Training time for Neural Network: 0.6140458583831787 seconds
Testing time for Neural Network: 0.0008749961853027344 seconds
RMSE for Neural Network: 255.8779985786361
MAE for Neural Network: 195.77299696685705
Training time for Neural Network: 0.5648660659790039 seconds
Testing time for Neural Network: 0.0006611347198486328 seconds
RMSE for Neural Network: 256.41284695745424
MAE for Neural Network: 196.462405368536
Training time for Neural Network: 0.6552679538726807 seconds
Testing time for Neural Network: 0.0008769035339355469 seconds
RMSE for Neural Network: 0.23086452364275906
MAE for Neural Network: 0.17864040418125846
Training time for Neural Network: 0.5866210460662842 seconds
Testing time for Neural Network: 0.0024559497833251953 seconds
RMSE for Neural Network: 257.2136741257394
MAE for Neural Network: 197.50291993350896
Training time for Neural Network: 0.5385317802429199 seconds
Testing time for Neural Network: 0.0006690025329589844 seconds
RMSE for Neural Network: 258.3400798955893
MAE for Neural Network: 198.96765090199835
Training time for Neural Network: 0.6413888931274414 seconds
Testing time for Neural Network: 0.0009140968322753906 seconds
RMSE for Neural Network: 256.28658036540367
MAE for Neural Network: 196.29922529274543
Training time for Neural Network: 0.5951669216156006 seconds
Testing time for Neural Network: 0.0009150505065917969 seconds
RMSE for Neural Network: 0.45982559927365624
MAE for Neural Network: 0.36944045325255287
Training time for Neural Network: 0.5786669254302979 seconds
Testing time for Neural Network: 0.0009033679962158203 seconds
RMSE for Neural Network: 19.644309263281354
MAE for Neural Network: 15.60705403134927
Training time for Neural Network: 0.674382209777832 seconds
Testing time for Neural Network: 0.0009160041809082031 seconds
RMSE for Neural Network: 258.2796289131807
MAE for Neural Network: 198.88915489923104
Training time for Neural Network: 0.6766080856323242 seconds
Testing time for Neural Network: 0.0007958412170410156 seconds
RMSE for Neural Network: 256.08954905393944
MAE for Neural Network: 196.04447949716723
Training time for Neural Network: 0.6085052490234375 seconds
Testing time for Neural Network: 0.0009107589721679688 seconds
RMSE for Neural Network: 257.73772968036224
MAE for Neural Network: 198.18493011777528
Training time for Neural Network: 0.5248613357543945 seconds
Testing time for Neural Network: 0.0010218620300292969 seconds
RMSE for Neural Network: 0.18913399581238888
MAE for Neural Network: 0.14875971351206663
Training time for Neural Network: 1.2504069805145264 seconds
Testing time for Neural Network: 0.0010151863098144531 seconds
RMSE for Neural Network: 256.6966729561129
MAE for Neural Network: 196.8291419778524
Training time for Neural Network: 0.5980517864227295 seconds
Testing time for Neural Network: 0.0006670951843261719 seconds
RMSE for Neural Network: 0.1660227139346074
MAE for Neural Network: 0.1298111547487997
Training time for Neural Network: 1.166883945465088 seconds
Testing time for Neural Network: 0.0008480548858642578 seconds
RMSE for Neural Network: 257.2518674391239
MAE for Neural Network: 197.5526576027682
Training time for Neural Network: 0.5637969970703125 seconds
Testing time for Neural Network: 0.0014159679412841797 seconds
RMSE for Neural Network: 256.3880085637017
MAE for Neural Network: 196.4303100493823
Training time for Neural Network: 0.5987169742584229 seconds
Testing time for Neural Network: 0.0009338855743408203 seconds
RMSE for Neural Network: 256.7581392746575
MAE for Neural Network: 196.90929716187705
Training time for Neural Network: 0.18267393112182617 seconds
Testing time for Neural Network: 0.0005180835723876953 seconds
RMSE for Neural Network: 256.05125157453426
MAE for Neural Network: 195.99494784502323
Training time for Neural Network: 0.5589427947998047 seconds
Testing time for Neural Network: 0.001428842544555664 seconds
RMSE for Neural Network: 258.4275263351391
MAE for Neural Network: 199.08117839891094
Training time for Neural Network: 0.5929999351501465 seconds
Testing time for Neural Network: 0.0024290084838867188 seconds
RMSE for Neural Network: 256.9769961987568
MAE for Neural Network: 197.1945886689994
Training time for Neural Network: 0.6083877086639404 seconds
Testing time for Neural Network: 0.0011272430419921875 seconds
RMSE for Neural Network: 256.4495097949844
MAE for Neural Network: 196.50977583142958
Training time for Neural Network: 0.572746992111206 seconds
Testing time for Neural Network: 0.0008289813995361328 seconds
RMSE for Neural Network: 0.16763018290712073
MAE for Neural Network: 0.13054558775461017
Training time for Neural Network: 0.608151912689209 seconds
Testing time for Neural Network: 0.002161264419555664 seconds
RMSE for Neural Network: 0.32016148054755733
MAE for Neural Network: 0.26322398659859714
Training time for Neural Network: 0.5947408676147461 seconds
Testing time for Neural Network: 0.0009059906005859375 seconds
RMSE for Neural Network: 256.1713314698891
MAE for Neural Network: 196.15023443171035
Training time for Neural Network: 0.6493668556213379 seconds
Testing time for Neural Network: 0.0012772083282470703 seconds
RMSE for Neural Network: 257.075237951627
MAE for Neural Network: 197.32259676196657
Training time for Neural Network: 0.5302119255065918 seconds
Testing time for Neural Network: 0.0008270740509033203 seconds
RMSE for Neural Network: 0.41983805461837626
MAE for Neural Network: 0.330493751258207
Training time for Neural Network: 0.7482607364654541 seconds
Testing time for Neural Network: 0.0008819103240966797 seconds
RMSE for Neural Network: 258.18148721839526
MAE for Neural Network: 198.76169039154004
Training time for Neural Network: 0.7002580165863037 seconds
Testing time for Neural Network: 0.0020449161529541016 seconds
RMSE for Neural Network: 258.07747499469224
MAE for Neural Network: 198.62656500235815
Training time for Neural Network: 0.7523891925811768 seconds
Testing time for Neural Network: 0.0012700557708740234 seconds
RMSE for Neural Network: 258.17352403088216
MAE for Neural Network: 198.75134649990295
Training time for Neural Network: 0.567126989364624 seconds
Testing time for Neural Network: 0.0018188953399658203 seconds
RMSE for Neural Network: 0.33253127659029613
MAE for Neural Network: 0.26181854088111145
Training time for Neural Network: 0.6384727954864502 seconds
Testing time for Neural Network: 0.0009090900421142578 seconds
RMSE for Neural Network: 257.1707454333746
MAE for Neural Network: 197.44700942723233
Training time for Neural Network: 0.6373178958892822 seconds
Testing time for Neural Network: 0.0012061595916748047 seconds
RMSE for Neural Network: 256.01499952754233
MAE for Neural Network: 195.9480568069849
Training time for Neural Network: 0.7746670246124268 seconds
Testing time for Neural Network: 0.0008199214935302734 seconds
RMSE for Neural Network: 0.6522387097383108
MAE for Neural Network: 0.495671694196309
Training time for Neural Network: 0.5639050006866455 seconds
Testing time for Neural Network: 0.00061798095703125 seconds
RMSE for Neural Network: 256.96659158887127
MAE for Neural Network: 197.18102955863114
Training time for Neural Network: 0.7004251480102539 seconds
Testing time for Neural Network: 0.0008649826049804688 seconds
RMSE for Neural Network: 0.2390916214183894
MAE for Neural Network: 0.1892267996796582
Training time for Neural Network: 0.668179988861084 seconds
Testing time for Neural Network: 0.001402139663696289 seconds
RMSE for Neural Network: 0.31842153014121727
MAE for Neural Network: 0.25248120383472006
Training time for Neural Network: 1.3276550769805908 seconds
Testing time for Neural Network: 0.0009310245513916016 seconds
RMSE for Neural Network: 0.4823298235638135
MAE for Neural Network: 0.3875763591768985
Training time for Neural Network: 0.9366042613983154 seconds
Testing time for Neural Network: 0.0008547306060791016 seconds
RMSE for Neural Network: 256.17262013819084
MAE for Neural Network: 196.15190065089737
Training time for Neural Network: 0.5713260173797607 seconds
Testing time for Neural Network: 0.0006890296936035156 seconds
RMSE for Neural Network: 0.31723663017918474
MAE for Neural Network: 0.23804216020429206
Training time for Neural Network: 0.6432340145111084 seconds
Testing time for Neural Network: 0.0025649070739746094 seconds
RMSE for Neural Network: 0.15836713063313435
MAE for Neural Network: 0.12044405754021442
Training time for Neural Network: 0.6480569839477539 seconds
Testing time for Neural Network: 0.002736330032348633 seconds
RMSE for Neural Network: 258.4732944050453
MAE for Neural Network: 199.14058638458718
Training time for Neural Network: 0.6572301387786865 seconds
Testing time for Neural Network: 0.0009396076202392578 seconds
RMSE for Neural Network: 0.23847115455441603
MAE for Neural Network: 0.1946181054689162
Training time for Neural Network: 0.6268231868743896 seconds
Testing time for Neural Network: 0.00179290771484375 seconds
RMSE for Neural Network: 258.1677718769878
MAE for Neural Network: 198.74387452429426
Training time for Neural Network: 0.523015022277832 seconds
Testing time for Neural Network: 0.0008699893951416016 seconds
RMSE for Neural Network: 258.44889605481234
MAE for Neural Network: 199.10891767309468
Training time for Neural Network: 0.6330509185791016 seconds
Testing time for Neural Network: 0.0006892681121826172 seconds
RMSE for Neural Network: 257.1313721213511
MAE for Neural Network: 197.39572374803035
Training time for Neural Network: 0.634037971496582 seconds
Testing time for Neural Network: 0.0009369850158691406 seconds
RMSE for Neural Network: 0.14463308839339603
MAE for Neural Network: 0.1149993093168885
Training time for Neural Network: 0.6049528121948242 seconds
Testing time for Neural Network: 0.0009081363677978516 seconds
RMSE for Neural Network: 257.9498535458034
MAE for Neural Network: 198.4607169424252
Training time for Neural Network: 0.5191459655761719 seconds
Testing time for Neural Network: 0.000682830810546875 seconds
RMSE for Neural Network: 0.18497613743121885
MAE for Neural Network: 0.14774553958467482
Training time for Neural Network: 0.5920331478118896 seconds
Testing time for Neural Network: 0.0009396076202392578 seconds
RMSE for Neural Network: 257.9695468756481
MAE for Neural Network: 198.486312727672
Training time for Neural Network: 0.6462090015411377 seconds
Testing time for Neural Network: 0.0006866455078125 seconds
RMSE for Neural Network: 257.63314474884726
MAE for Neural Network: 198.04889926020908
Training time for Neural Network: 0.5572140216827393 seconds
Testing time for Neural Network: 0.000659942626953125 seconds
RMSE for Neural Network: 0.21015970636397
MAE for Neural Network: 0.16642920954292925
Training time for Neural Network: 0.6599841117858887 seconds
Testing time for Neural Network: 0.0013799667358398438 seconds
RMSE for Neural Network: 0.16082661039132753
MAE for Neural Network: 0.12158472141690674
Training time for Neural Network: 0.4762299060821533 seconds
Testing time for Neural Network: 0.0006079673767089844 seconds
RMSE for Neural Network: 256.5351602797846
MAE for Neural Network: 196.62042256019325
Training time for Neural Network: 0.6374189853668213 seconds
Testing time for Neural Network: 0.0008282661437988281 seconds
RMSE for Neural Network: 0.2432857269842478
MAE for Neural Network: 0.19474121020240762
Training time for Neural Network: 0.6367290019989014 seconds
Testing time for Neural Network: 0.0006778240203857422 seconds
RMSE for Neural Network: 257.90991448020645
MAE for Neural Network: 198.40880326282752
Training time for Neural Network: 0.6401669979095459 seconds
Testing time for Neural Network: 0.0009658336639404297 seconds
RMSE for Neural Network: 256.68856526994836
MAE for Neural Network: 196.81856814168862
Training time for Neural Network: 0.6287479400634766 seconds
Testing time for Neural Network: 0.0015072822570800781 seconds
RMSE for Neural Network: 0.2838606476006394
MAE for Neural Network: 0.22826258858841683
Training time for Neural Network: 0.665956974029541 seconds
Testing time for Neural Network: 0.0009832382202148438 seconds
RMSE for Neural Network: 0.26436358305986457
MAE for Neural Network: 0.20839733034236943
Training time for Neural Network: 0.6530568599700928 seconds
Testing time for Neural Network: 0.0009298324584960938 seconds
RMSE for Neural Network: 0.31280110829724334
MAE for Neural Network: 0.250314033424649
Training time for Neural Network: 0.6133089065551758 seconds
Testing time for Neural Network: 0.0008561611175537109 seconds
RMSE for Neural Network: 256.2877344948664
MAE for Neural Network: 196.30071708325718
Training time for Neural Network: 1.2356808185577393 seconds
Testing time for Neural Network: 0.0021886825561523438 seconds
RMSE for Neural Network: 257.4973854702711
MAE for Neural Network: 197.87226371835288
Training time for Neural Network: 0.8905558586120605 seconds
Testing time for Neural Network: 0.001405954360961914 seconds
RMSE for Neural Network: 256.93515366204286
MAE for Neural Network: 197.1400578582079
Training time for Neural Network: 0.6895298957824707 seconds
Testing time for Neural Network: 0.001889944076538086 seconds
RMSE for Neural Network: 258.42454923889744
MAE for Neural Network: 199.07731381131137
Training time for Neural Network: 0.6229438781738281 seconds
Testing time for Neural Network: 0.0008132457733154297 seconds
RMSE for Neural Network: 258.3685693510768
MAE for Neural Network: 199.00464028138188
Training time for Neural Network: 0.5439069271087646 seconds
Testing time for Neural Network: 0.0009021759033203125 seconds
RMSE for Neural Network: 258.47179266102864
MAE for Neural Network: 199.13863720133716
Training time for Neural Network: 0.5865306854248047 seconds
Testing time for Neural Network: 0.0008530616760253906 seconds
RMSE for Neural Network: 0.20326227675696046
MAE for Neural Network: 0.1612184420028729
Training time for Neural Network: 0.5611090660095215 seconds
Testing time for Neural Network: 0.0006327629089355469 seconds
RMSE for Neural Network: 0.42346290061902186
MAE for Neural Network: 0.31468176680098564
Training time for Neural Network: 0.6651298999786377 seconds
Testing time for Neural Network: 0.0009210109710693359 seconds
RMSE for Neural Network: 255.88346998432527
MAE for Neural Network: 195.7797909997528
Training time for Neural Network: 0.5792157649993896 seconds
Testing time for Neural Network: 0.0013942718505859375 seconds
RMSE for Neural Network: 256.6198678962951
MAE for Neural Network: 196.72982573784154
Training time for Neural Network: 0.6873810291290283 seconds
Testing time for Neural Network: 0.0014939308166503906 seconds
RMSE for Neural Network: 256.46439384072346
MAE for Neural Network: 196.52900550254245
Training time for Neural Network: 0.7221202850341797 seconds
Testing time for Neural Network: 0.0070841312408447266 seconds
RMSE for Neural Network: 257.6573509171046
MAE for Neural Network: 198.0803869811951
Training time for Neural Network: 0.6607458591461182 seconds
Testing time for Neural Network: 0.0007171630859375 seconds
RMSE for Neural Network: 0.2506423650913626
MAE for Neural Network: 0.1921554277579548
Training time for Neural Network: 0.5819699764251709 seconds
Testing time for Neural Network: 0.0008091926574707031 seconds
RMSE for Neural Network: 256.27364680667546
MAE for Neural Network: 196.2825074681707
Training time for Neural Network: 0.6542210578918457 seconds
Testing time for Neural Network: 0.0014469623565673828 seconds
RMSE for Neural Network: 0.21535631067064182
MAE for Neural Network: 0.170727130039693
Training time for Neural Network: 0.6704239845275879 seconds
Testing time for Neural Network: 0.0020432472229003906 seconds
RMSE for Neural Network: 257.55293083114657
MAE for Neural Network: 197.94454123494637
Training time for Neural Network: 0.6995139122009277 seconds
Testing time for Neural Network: 0.0011360645294189453 seconds
RMSE for Neural Network: 0.2746368140089113
MAE for Neural Network: 0.22106988197353455
Training time for Neural Network: 0.8131101131439209 seconds
Testing time for Neural Network: 0.0018258094787597656 seconds
RMSE for Neural Network: 256.3782342467706
MAE for Neural Network: 196.41767941291528
Training time for Neural Network: 0.7614467144012451 seconds
Testing time for Neural Network: 0.0009212493896484375 seconds
RMSE for Neural Network: 0.21500451094242215
MAE for Neural Network: 0.17002912173500573
Training time for Neural Network: 0.6988668441772461 seconds
Testing time for Neural Network: 0.0008871555328369141 seconds
RMSE for Neural Network: 0.11508442352108851
MAE for Neural Network: 0.088275312329087
Training time for Neural Network: 0.70169997215271 seconds
Testing time for Neural Network: 0.0019371509552001953 seconds
RMSE for Neural Network: 0.48120549350513414
MAE for Neural Network: 0.37470255566613986
Training time for Neural Network: 0.6962728500366211 seconds
Testing time for Neural Network: 0.0007920265197753906 seconds
RMSE for Neural Network: 256.1294944732102
MAE for Neural Network: 196.09613691980653
Training time for Neural Network: 0.5679428577423096 seconds
Testing time for Neural Network: 0.0007619857788085938 seconds
RMSE for Neural Network: 0.22651170537244045
MAE for Neural Network: 0.17062500226173832
Training time for Neural Network: 0.6143989562988281 seconds
Testing time for Neural Network: 0.0007719993591308594 seconds
RMSE for Neural Network: 0.24135348580531107
MAE for Neural Network: 0.19297280718357984
Training time for Neural Network: 0.6605331897735596 seconds
Testing time for Neural Network: 0.001538991928100586 seconds
RMSE for Neural Network: 0.181652550464491
MAE for Neural Network: 0.13782053491837293
Training time for Neural Network: 1.2543082237243652 seconds
Testing time for Neural Network: 0.002609729766845703 seconds
RMSE for Neural Network: 0.24275524621138794
MAE for Neural Network: 0.18571725440090325
Training time for Neural Network: 0.5738382339477539 seconds
Testing time for Neural Network: 0.0022199153900146484 seconds
RMSE for Neural Network: 256.6920807201942
MAE for Neural Network: 196.82315293039767
Training time for Neural Network: 0.682873010635376 seconds
Testing time for Neural Network: 0.0009999275207519531 seconds
RMSE for Neural Network: 258.2307278977891
MAE for Neural Network: 198.825647378858
Training time for Neural Network: 0.5434701442718506 seconds
Testing time for Neural Network: 0.002393007278442383 seconds
RMSE for Neural Network: 255.89893071428025
MAE for Neural Network: 195.79898856438828
Training time for Neural Network: 0.5314688682556152 seconds
Testing time for Neural Network: 0.0014789104461669922 seconds
RMSE for Neural Network: 256.6106902158368
MAE for Neural Network: 196.7179736313528
Training time for Neural Network: 0.5234026908874512 seconds
Testing time for Neural Network: 0.0018901824951171875 seconds
RMSE for Neural Network: 0.14454367010274244
MAE for Neural Network: 0.10079157066553317
Training time for Neural Network: 0.6372861862182617 seconds
Testing time for Neural Network: 0.000885009765625 seconds
RMSE for Neural Network: 257.8385672368447
MAE for Neural Network: 198.31605073656772
Training time for Neural Network: 0.5279960632324219 seconds
Testing time for Neural Network: 0.002148866653442383 seconds
RMSE for Neural Network: 258.3306644662103
MAE for Neural Network: 198.9554257328855
Training time for Neural Network: 0.5435559749603271 seconds
Testing time for Neural Network: 0.001967191696166992 seconds
RMSE for Neural Network: 0.19570021314923083
MAE for Neural Network: 0.15123292075851516
Training time for Neural Network: 0.6704392433166504 seconds
Testing time for Neural Network: 0.0008788108825683594 seconds
RMSE for Neural Network: 0.21393345560027016
MAE for Neural Network: 0.16670650568512888
Training time for Neural Network: 0.49758195877075195 seconds
Testing time for Neural Network: 0.0009050369262695312 seconds
RMSE for Neural Network: 256.9761624159923
MAE for Neural Network: 197.19350211163263
Training time for Neural Network: 0.5782420635223389 seconds
Testing time for Neural Network: 0.0009667873382568359 seconds
RMSE for Neural Network: 257.5792004144444
MAE for Neural Network: 197.97872034929543
Training time for Neural Network: 0.6338679790496826 seconds
Testing time for Neural Network: 0.00102996826171875 seconds
RMSE for Neural Network: 0.19687244243667576
MAE for Neural Network: 0.15628486487830887
Training time for Neural Network: 0.6563620567321777 seconds
Testing time for Neural Network: 0.0007219314575195312 seconds
RMSE for Neural Network: 256.04488980009717
MAE for Neural Network: 195.98671940218586
Training time for Neural Network: 0.3522768020629883 seconds
Testing time for Neural Network: 0.0008902549743652344 seconds
RMSE for Neural Network: 0.21724716989163384
MAE for Neural Network: 0.16496381715911973
Training time for Neural Network: 0.6073837280273438 seconds
Testing time for Neural Network: 0.0013871192932128906 seconds
RMSE for Neural Network: 0.2166137509510795
MAE for Neural Network: 0.1642933752978436
Training time for Neural Network: 0.5670609474182129 seconds
Testing time for Neural Network: 0.0013990402221679688 seconds
RMSE for Neural Network: 257.0250769552236
MAE for Neural Network: 197.25724171456568
Training time for Neural Network: 0.5335891246795654 seconds
Testing time for Neural Network: 0.0009059906005859375 seconds
RMSE for Neural Network: 256.6755027192698
MAE for Neural Network: 196.80166648794463
Training time for Neural Network: 0.6674177646636963 seconds
Testing time for Neural Network: 0.0008609294891357422 seconds
RMSE for Neural Network: 256.212144292224
MAE for Neural Network: 196.20300162265252
Training time for Neural Network: 0.16752409934997559 seconds
Testing time for Neural Network: 0.0005221366882324219 seconds
RMSE for Neural Network: 256.04139912563136
MAE for Neural Network: 195.98220443450685
Training time for Neural Network: 0.48703694343566895 seconds
Testing time for Neural Network: 0.0008330345153808594 seconds
RMSE for Neural Network: 256.49545625271
MAE for Neural Network: 196.56913453515207
Training time for Neural Network: 0.6446478366851807 seconds
Testing time for Neural Network: 0.0008559226989746094 seconds
RMSE for Neural Network: 257.2825848085436
MAE for Neural Network: 197.5926559130309
Training time for Neural Network: 0.5792622566223145 seconds
Testing time for Neural Network: 0.0007870197296142578 seconds
RMSE for Neural Network: 0.3160201602477269
MAE for Neural Network: 0.2457872499350483
Training time for Neural Network: 0.16851520538330078 seconds
Testing time for Neural Network: 0.0005218982696533203 seconds
RMSE for Neural Network: 0.13592484798244664
MAE for Neural Network: 0.10568705316726047
Training time for Neural Network: 1.0339679718017578 seconds
Testing time for Neural Network: 0.0008838176727294922 seconds
RMSE for Neural Network: 256.7150002133547
MAE for Neural Network: 196.85304305380373
Training time for Neural Network: 0.6143479347229004 seconds
Testing time for Neural Network: 0.002471923828125 seconds
RMSE for Neural Network: 0.15829927351130488
MAE for Neural Network: 0.11794888998810356
Training time for Neural Network: 0.5911910533905029 seconds
Testing time for Neural Network: 0.0013630390167236328 seconds
RMSE for Neural Network: 0.18426996461564102
MAE for Neural Network: 0.1506064270512689
Training time for Neural Network: 1.0838720798492432 seconds
Testing time for Neural Network: 0.0006589889526367188 seconds
RMSE for Neural Network: 257.49065820936613
MAE for Neural Network: 197.86350924334837
Training time for Neural Network: 0.6470980644226074 seconds
Testing time for Neural Network: 0.0010309219360351562 seconds
RMSE for Neural Network: 255.84705613323823
MAE for Neural Network: 195.73457272930483
Training time for Neural Network: 0.5561747550964355 seconds
Testing time for Neural Network: 0.0009300708770751953 seconds
RMSE for Neural Network: 0.24957441084817775
MAE for Neural Network: 0.21022723527744952
Training time for Neural Network: 0.6827201843261719 seconds
Testing time for Neural Network: 0.00086212158203125 seconds
RMSE for Neural Network: 256.62278308559996
MAE for Neural Network: 196.7335903669431
Training time for Neural Network: 0.6295232772827148 seconds
Testing time for Neural Network: 0.0006890296936035156 seconds
RMSE for Neural Network: 0.2316585941382642
MAE for Neural Network: 0.18770026820617106
Training time for Neural Network: 0.687035083770752 seconds
Testing time for Neural Network: 0.0008759498596191406 seconds
RMSE for Neural Network: 0.26135511165230774
MAE for Neural Network: 0.19700065389401694
Training time for Neural Network: 0.7490622997283936 seconds
Testing time for Neural Network: 0.0006830692291259766 seconds
RMSE for Neural Network: 256.7272690201228
MAE for Neural Network: 196.86904247120853
Training time for Neural Network: 0.6737940311431885 seconds
Testing time for Neural Network: 0.0008561611175537109 seconds
RMSE for Neural Network: 257.88750551927865
MAE for Neural Network: 198.37967317231866
Training time for Neural Network: 0.16243410110473633 seconds
Testing time for Neural Network: 0.00127410888671875 seconds
RMSE for Neural Network: 0.6373896252631776
MAE for Neural Network: 0.5222503646008246
Training time for Neural Network: 0.6841549873352051 seconds
Testing time for Neural Network: 0.0015938282012939453 seconds
RMSE for Neural Network: 255.9443879374756
MAE for Neural Network: 195.85670914867535
Training time for Neural Network: 0.6688709259033203 seconds
Testing time for Neural Network: 0.005832195281982422 seconds
RMSE for Neural Network: 257.68005951231856
MAE for Neural Network: 198.10992477731153
Training time for Neural Network: 0.5892961025238037 seconds
Testing time for Neural Network: 0.000888824462890625 seconds
RMSE for Neural Network: 0.16644376848274886
MAE for Neural Network: 0.13166772541645835
Training time for Neural Network: 0.7091739177703857 seconds
Testing time for Neural Network: 0.0012369155883789062 seconds
RMSE for Neural Network: 258.3758927955446
MAE for Neural Network: 199.0141482480448
Training time for Neural Network: 0.773712158203125 seconds
Testing time for Neural Network: 0.0013887882232666016 seconds
RMSE for Neural Network: 257.35976840559493
MAE for Neural Network: 197.69314509810764
Training time for Neural Network: 0.6865289211273193 seconds
Testing time for Neural Network: 0.0009200572967529297 seconds
RMSE for Neural Network: 255.99711956229382
MAE for Neural Network: 195.9249278285989
Training time for Neural Network: 0.7218139171600342 seconds
Testing time for Neural Network: 0.0009081363677978516 seconds
RMSE for Neural Network: 257.900817027244
MAE for Neural Network: 198.39697741729833
Training time for Neural Network: 0.6589269638061523 seconds
Testing time for Neural Network: 0.0009839534759521484 seconds
RMSE for Neural Network: 0.1759996400422516
MAE for Neural Network: 0.1454532484365619
Training time for Neural Network: 0.6024901866912842 seconds
Testing time for Neural Network: 0.0011119842529296875 seconds
RMSE for Neural Network: 256.07726914858716
MAE for Neural Network: 196.0285979777009
Training time for Neural Network: 0.5293900966644287 seconds
Testing time for Neural Network: 0.001940011978149414 seconds
RMSE for Neural Network: 0.37516107240110386
MAE for Neural Network: 0.2868530551250144
Training time for Neural Network: 0.37590503692626953 seconds
Testing time for Neural Network: 0.0008320808410644531 seconds
RMSE for Neural Network: 257.3132371949055
MAE for Neural Network: 197.63256629594656
Training time for Neural Network: 0.6271572113037109 seconds
Testing time for Neural Network: 0.0008637905120849609 seconds
RMSE for Neural Network: 0.31488729289304407
MAE for Neural Network: 0.2586957653273623
Training time for Neural Network: 0.6011300086975098 seconds
Testing time for Neural Network: 0.0009582042694091797 seconds
RMSE for Neural Network: 256.4462610566866
MAE for Neural Network: 196.50557846984142
Training time for Neural Network: 0.6075410842895508 seconds
Testing time for Neural Network: 0.0009119510650634766 seconds
RMSE for Neural Network: 256.733506822748
MAE for Neural Network: 196.8771768146475
Training time for Neural Network: 0.2070920467376709 seconds
Testing time for Neural Network: 0.0004999637603759766 seconds
RMSE for Neural Network: 258.1780198345621
MAE for Neural Network: 198.75718641270703
Training time for Neural Network: 0.5809950828552246 seconds
Testing time for Neural Network: 0.0006690025329589844 seconds
RMSE for Neural Network: 255.96409445401838
MAE for Neural Network: 195.882204549586
Training time for Neural Network: 0.1902167797088623 seconds
Testing time for Neural Network: 0.0007867813110351562 seconds
RMSE for Neural Network: 256.3484645067026
MAE for Neural Network: 196.37920806201785
Training time for Neural Network: 1.2071428298950195 seconds
Testing time for Neural Network: 0.0009410381317138672 seconds
RMSE for Neural Network: 257.6626157927309
MAE for Neural Network: 198.0872353337096
Training time for Neural Network: 0.5329008102416992 seconds
Testing time for Neural Network: 0.0015773773193359375 seconds
RMSE for Neural Network: 258.31749443516514
MAE for Neural Network: 198.93832500617265
Training time for Neural Network: 0.5644700527191162 seconds
Testing time for Neural Network: 0.0009629726409912109 seconds
RMSE for Neural Network: 0.20516195245636268
MAE for Neural Network: 0.1498636115754524
Training time for Neural Network: 0.5403299331665039 seconds
Testing time for Neural Network: 0.001432180404663086 seconds
RMSE for Neural Network: 0.44000232988135707
MAE for Neural Network: 0.3517644727373498
Training time for Neural Network: 0.594567060470581 seconds
Testing time for Neural Network: 0.002238750457763672 seconds
RMSE for Neural Network: 0.30391335103255457
MAE for Neural Network: 0.24589273112689658
Training time for Neural Network: 0.5611929893493652 seconds
Testing time for Neural Network: 0.0013089179992675781 seconds
RMSE for Neural Network: 256.1638191255771
MAE for Neural Network: 196.14052102138595
Training time for Neural Network: 0.5502102375030518 seconds
Testing time for Neural Network: 0.0006730556488037109 seconds
RMSE for Neural Network: 0.28102418299668885
MAE for Neural Network: 0.2201266477940797
Training time for Neural Network: 0.5092418193817139 seconds
Testing time for Neural Network: 0.001438140869140625 seconds
RMSE for Neural Network: 255.93141371104042
MAE for Neural Network: 195.83992292201154
Training time for Neural Network: 0.5990028381347656 seconds
Testing time for Neural Network: 0.001463174819946289 seconds
RMSE for Neural Network: 0.2432934751348394
MAE for Neural Network: 0.18624147205771047
Training time for Neural Network: 0.6376199722290039 seconds
Testing time for Neural Network: 0.0009260177612304688 seconds
RMSE for Neural Network: 257.40002817946964
MAE for Neural Network: 197.74555300130461
Training time for Neural Network: 0.6470332145690918 seconds
Testing time for Neural Network: 0.001361846923828125 seconds
RMSE for Neural Network: 257.5062150348552
MAE for Neural Network: 197.88375377119027
Training time for Neural Network: 0.6084878444671631 seconds
Testing time for Neural Network: 0.0013821125030517578 seconds
RMSE for Neural Network: 0.19205574011628948
MAE for Neural Network: 0.1466350279516084
Training time for Neural Network: 0.605003833770752 seconds
Testing time for Neural Network: 0.0014300346374511719 seconds
RMSE for Neural Network: 256.9976262296917
MAE for Neural Network: 197.2214722404646
Training time for Neural Network: 0.6381509304046631 seconds
Testing time for Neural Network: 0.0006930828094482422 seconds
RMSE for Neural Network: 256.18051742917567
MAE for Neural Network: 196.16211154167132
Training time for Neural Network: 0.6466131210327148 seconds
Testing time for Neural Network: 0.002380847930908203 seconds
RMSE for Neural Network: 0.21632154391077388
MAE for Neural Network: 0.16561248701137565
Training time for Neural Network: 0.60929274559021 seconds
Testing time for Neural Network: 0.0011851787567138672 seconds
RMSE for Neural Network: 257.5015095754766
MAE for Neural Network: 197.87763051605717
Training time for Neural Network: 0.5342438220977783 seconds
Testing time for Neural Network: 0.0006251335144042969 seconds
RMSE for Neural Network: 256.83175133161444
MAE for Neural Network: 197.00527332298552
Training time for Neural Network: 0.5852971076965332 seconds
Testing time for Neural Network: 0.0020990371704101562 seconds
RMSE for Neural Network: 0.18070793336296231
MAE for Neural Network: 0.14469241605616054
Training time for Neural Network: 0.6025879383087158 seconds
Testing time for Neural Network: 0.0009000301361083984 seconds
RMSE for Neural Network: 0.18881356442679273
MAE for Neural Network: 0.1550021068334353
Training time for Neural Network: 1.1444880962371826 seconds
Testing time for Neural Network: 0.0018677711486816406 seconds
RMSE for Neural Network: 8.462160446519901
MAE for Neural Network: 6.915505026000205
Training time for Neural Network: 0.578035831451416 seconds
Testing time for Neural Network: 0.0008258819580078125 seconds
RMSE for Neural Network: 0.09380978075454839
MAE for Neural Network: 0.07705793745174118
Training time for Neural Network: 0.6195881366729736 seconds
Testing time for Neural Network: 0.001878976821899414 seconds
RMSE for Neural Network: 0.35788345980202724
MAE for Neural Network: 0.2811686373946998
Training time for Neural Network: 0.5628781318664551 seconds
Testing time for Neural Network: 0.0015609264373779297 seconds
RMSE for Neural Network: 256.2309086048087
MAE for Neural Network: 196.22726014732842
Training time for Neural Network: 0.5369861125946045 seconds
Testing time for Neural Network: 0.0013709068298339844 seconds
RMSE for Neural Network: 0.4334570612388764
MAE for Neural Network: 0.34958310448089835
Training time for Neural Network: 0.6172361373901367 seconds
Testing time for Neural Network: 0.0006949901580810547 seconds
RMSE for Neural Network: 257.6517841281685
MAE for Neural Network: 198.07314580585717
Training time for Neural Network: 1.299386739730835 seconds
Testing time for Neural Network: 0.0008833408355712891 seconds
RMSE for Neural Network: 256.68574689393284
MAE for Neural Network: 196.81489350887824
Training time for Neural Network: 0.6528289318084717 seconds
Testing time for Neural Network: 0.0030939579010009766 seconds
RMSE for Neural Network: 0.42906058189914925
MAE for Neural Network: 0.3369317922395964
Training time for Neural Network: 0.6392457485198975 seconds
Testing time for Neural Network: 0.0008440017700195312 seconds
RMSE for Neural Network: 256.0465520348154
MAE for Neural Network: 195.98886938285995
Training time for Neural Network: 0.6419000625610352 seconds
Testing time for Neural Network: 0.002043008804321289 seconds
RMSE for Neural Network: 0.3733452512868597
MAE for Neural Network: 0.2990730142029971
Training time for Neural Network: 0.6604311466217041 seconds
Testing time for Neural Network: 0.0006768703460693359 seconds
RMSE for Neural Network: 256.6062115859514
MAE for Neural Network: 196.71218979636745
Training time for Neural Network: 0.6097400188446045 seconds
Testing time for Neural Network: 0.0006461143493652344 seconds
RMSE for Neural Network: 0.12061178723325144
MAE for Neural Network: 0.096925160219477
Training time for Neural Network: 0.6595950126647949 seconds
Testing time for Neural Network: 0.0007200241088867188 seconds
RMSE for Neural Network: 0.4098169314214211
MAE for Neural Network: 0.33688443413083424
Training time for Neural Network: 0.6846721172332764 seconds
Testing time for Neural Network: 0.0018868446350097656 seconds
RMSE for Neural Network: 0.2706703385089498
MAE for Neural Network: 0.20759995792749053
Training time for Neural Network: 1.321315050125122 seconds
Testing time for Neural Network: 0.010964155197143555 seconds
RMSE for Neural Network: 0.13414893171892642
MAE for Neural Network: 0.10529514334281316
Training time for Neural Network: 1.2409930229187012 seconds
Testing time for Neural Network: 0.0008828639984130859 seconds
RMSE for Neural Network: 0.15658668070109563
MAE for Neural Network: 0.12026091850705725
Training time for Neural Network: 1.024651050567627 seconds
Testing time for Neural Network: 0.0008978843688964844 seconds
RMSE for Neural Network: 257.3033410706166
MAE for Neural Network: 197.61968158840372
Training time for Neural Network: 0.697786808013916 seconds
Testing time for Neural Network: 0.0009510517120361328 seconds
RMSE for Neural Network: 256.07094537298303
MAE for Neural Network: 196.02041927108567
Training time for Neural Network: 0.8605818748474121 seconds
Testing time for Neural Network: 0.003773927688598633 seconds
RMSE for Neural Network: 0.37696423352294356
MAE for Neural Network: 0.2710777402582705
Training time for Neural Network: 0.6827099323272705 seconds
Testing time for Neural Network: 0.0007982254028320312 seconds
RMSE for Neural Network: 256.0994745486338
MAE for Neural Network: 196.05766997188118
Training time for Neural Network: 0.7378189563751221 seconds
Testing time for Neural Network: 0.0007860660552978516 seconds
RMSE for Neural Network: 257.98031457875834
MAE for Neural Network: 198.5003071412111
Training time for Neural Network: 0.709144115447998 seconds
Testing time for Neural Network: 0.0011398792266845703 seconds
RMSE for Neural Network: 257.87939966033656
MAE for Neural Network: 198.3691356894403
Training time for Neural Network: 0.6259021759033203 seconds
Testing time for Neural Network: 0.0012507438659667969 seconds
RMSE for Neural Network: 256.6437825641516
MAE for Neural Network: 196.76070787322627
Training time for Neural Network: 0.64913010597229 seconds
Testing time for Neural Network: 0.001007080078125 seconds
RMSE for Neural Network: 0.21092311021377136
MAE for Neural Network: 0.15466066102084206
Training time for Neural Network: 0.703557014465332 seconds
Testing time for Neural Network: 0.0013759136199951172 seconds
RMSE for Neural Network: 258.1786742499759
MAE for Neural Network: 198.75803647267995
Training time for Neural Network: 0.18785309791564941 seconds
Testing time for Neural Network: 0.0005178451538085938 seconds
RMSE for Neural Network: 256.6138779442612
MAE for Neural Network: 196.72209031489638
Training time for Neural Network: 0.6683149337768555 seconds
Testing time for Neural Network: 0.003220081329345703 seconds
RMSE for Neural Network: 256.39921236716333
MAE for Neural Network: 196.4447874901737
Training time for Neural Network: 0.773935079574585 seconds
Testing time for Neural Network: 0.0008747577667236328 seconds
RMSE for Neural Network: 256.1213412204787
MAE for Neural Network: 196.08559359426
Training time for Neural Network: 0.9839348793029785 seconds
Testing time for Neural Network: 0.0009100437164306641 seconds
RMSE for Neural Network: 0.2576708146637962
MAE for Neural Network: 0.20097212353745664
Training time for Neural Network: 0.6217999458312988 seconds
Testing time for Neural Network: 0.0009179115295410156 seconds
RMSE for Neural Network: 258.03600589813146
MAE for Neural Network: 198.5726808119902
Training time for Neural Network: 0.668687105178833 seconds
Testing time for Neural Network: 0.0006988048553466797 seconds
RMSE for Neural Network: 0.21112329135535265
MAE for Neural Network: 0.16711018986988863
Training time for Neural Network: 0.6346900463104248 seconds
Testing time for Neural Network: 0.0008261203765869141 seconds
RMSE for Neural Network: 0.31545093019194703
MAE for Neural Network: 0.24839939906319577
Training time for Neural Network: 0.5983541011810303 seconds
Testing time for Neural Network: 0.0010008811950683594 seconds
RMSE for Neural Network: 257.0101685759136
MAE for Neural Network: 197.2378157869822
Training time for Neural Network: 0.6825621128082275 seconds
Testing time for Neural Network: 0.001394033432006836 seconds
RMSE for Neural Network: 258.32184736530604
MAE for Neural Network: 198.94397716750427
Training time for Neural Network: 0.5408618450164795 seconds
Testing time for Neural Network: 0.0006699562072753906 seconds
RMSE for Neural Network: 258.1363236415311
MAE for Neural Network: 198.70302163823598
Training time for Neural Network: 0.4858670234680176 seconds
Testing time for Neural Network: 0.0013332366943359375 seconds
RMSE for Neural Network: 0.20895886217474938
MAE for Neural Network: 0.16334611053851042
Training time for Neural Network: 0.5223078727722168 seconds
Testing time for Neural Network: 0.0008969306945800781 seconds
RMSE for Neural Network: 257.9486461837441
MAE for Neural Network: 198.45914766779177
Training time for Neural Network: 0.6185879707336426 seconds
Testing time for Neural Network: 0.0008120536804199219 seconds
RMSE for Neural Network: 257.5286728601173
MAE for Neural Network: 197.91297726549746
Training time for Neural Network: 0.6965219974517822 seconds
Testing time for Neural Network: 0.0008628368377685547 seconds
RMSE for Neural Network: 0.24850768715838753
MAE for Neural Network: 0.19531374155072065
Training time for Neural Network: 0.6628890037536621 seconds
Testing time for Neural Network: 0.0008580684661865234 seconds
RMSE for Neural Network: 0.2922062960396906
MAE for Neural Network: 0.23093487999279042
Training time for Neural Network: 0.5050511360168457 seconds
Testing time for Neural Network: 0.0008678436279296875 seconds
RMSE for Neural Network: 0.34495583719182654
MAE for Neural Network: 0.2792403677086384
Training time for Neural Network: 0.589134931564331 seconds
Testing time for Neural Network: 0.0010788440704345703 seconds
RMSE for Neural Network: 257.3916981648959
MAE for Neural Network: 197.73470992521487
Training time for Neural Network: 0.6527390480041504 seconds
Testing time for Neural Network: 0.000904083251953125 seconds
RMSE for Neural Network: 256.5468514081368
MAE for Neural Network: 196.63552361509574
Training time for Neural Network: 0.11019706726074219 seconds
Testing time for Neural Network: 0.0012280941009521484 seconds
RMSE for Neural Network: 257.4368017985179
MAE for Neural Network: 197.79349349263765
Training time for Neural Network: 0.14171886444091797 seconds
Testing time for Neural Network: 0.0005481243133544922 seconds
RMSE for Neural Network: 258.11855950949405
MAE for Neural Network: 198.67994359838187
Training time for Neural Network: 0.07715368270874023 seconds
Testing time for Neural Network: 0.0004961490631103516 seconds
RMSE for Neural Network: 258.3203420348896
MAE for Neural Network: 198.94202254431406
Training time for Neural Network: 0.07520484924316406 seconds
Testing time for Neural Network: 0.0004680156707763672 seconds
RMSE for Neural Network: 257.54994711511716
MAE for Neural Network: 197.9407260356102
Training time for Neural Network: 0.8217217922210693 seconds
Testing time for Neural Network: 0.0007469654083251953 seconds
RMSE for Neural Network: 0.2983285218901639
MAE for Neural Network: 0.24075895077939102
Training time for Neural Network: 0.5301132202148438 seconds
Testing time for Neural Network: 0.0007448196411132812 seconds
RMSE for Neural Network: 0.6992598886397599
MAE for Neural Network: 0.5493451313429029
Training time for Neural Network: 0.5386438369750977 seconds
Testing time for Neural Network: 0.0007359981536865234 seconds
RMSE for Neural Network: 258.34786250509137
MAE for Neural Network: 198.97775575664127
Training time for Neural Network: 0.5355298519134521 seconds
Testing time for Neural Network: 0.0013880729675292969 seconds
RMSE for Neural Network: 0.37897358852590607
MAE for Neural Network: 0.29751334786719097
Training time for Neural Network: 0.6106879711151123 seconds
Testing time for Neural Network: 0.0007748603820800781 seconds
RMSE for Neural Network: 0.18385759623270354
MAE for Neural Network: 0.14299849708311327
Training time for Neural Network: 0.6336226463317871 seconds
Testing time for Neural Network: 0.0008842945098876953 seconds
RMSE for Neural Network: 258.30655819099263
MAE for Neural Network: 198.92412430239992
Training time for Neural Network: 0.6099519729614258 seconds
Testing time for Neural Network: 0.0008320808410644531 seconds
RMSE for Neural Network: 258.15596369629907
MAE for Neural Network: 198.72853548739516
Training time for Neural Network: 0.594512939453125 seconds
Testing time for Neural Network: 0.0013501644134521484 seconds
RMSE for Neural Network: 258.3389650326176
MAE for Neural Network: 198.96620335907298
Training time for Neural Network: 0.6478152275085449 seconds
Testing time for Neural Network: 0.0008718967437744141 seconds
RMSE for Neural Network: 0.18276058673868165
MAE for Neural Network: 0.14252328658803606
Training time for Neural Network: 1.3118059635162354 seconds
Testing time for Neural Network: 0.0009260177612304688 seconds
RMSE for Neural Network: 257.7031331664395
MAE for Neural Network: 198.13993557281592
Training time for Neural Network: 0.7186028957366943 seconds
Testing time for Neural Network: 0.005473136901855469 seconds
RMSE for Neural Network: 257.43887812541385
MAE for Neural Network: 197.7961202740632
Training time for Neural Network: 0.7889761924743652 seconds
Testing time for Neural Network: 0.0017099380493164062 seconds
RMSE for Neural Network: 257.9934173637707
MAE for Neural Network: 198.51733583754537
Training time for Neural Network: 0.6666967868804932 seconds
Testing time for Neural Network: 0.0006940364837646484 seconds
RMSE for Neural Network: 258.2951526259733
MAE for Neural Network: 198.90931374642778
Training time for Neural Network: 0.711007833480835 seconds
Testing time for Neural Network: 0.0008749961853027344 seconds
RMSE for Neural Network: 0.3814158149319579
MAE for Neural Network: 0.2981763942014274
Training time for Neural Network: 0.7997710704803467 seconds
Testing time for Neural Network: 0.0006489753723144531 seconds
RMSE for Neural Network: 258.3592554567328
MAE for Neural Network: 198.9925478633744
Training time for Neural Network: 0.7773199081420898 seconds
Testing time for Neural Network: 0.001374959945678711 seconds
RMSE for Neural Network: 256.9763878248705
MAE for Neural Network: 197.19379585706608
Training time for Neural Network: 0.7312948703765869 seconds
Testing time for Neural Network: 0.0025589466094970703 seconds
RMSE for Neural Network: 257.3354603483841
MAE for Neural Network: 197.66149948261238
Training time for Neural Network: 0.7780311107635498 seconds
Testing time for Neural Network: 0.00140380859375 seconds
RMSE for Neural Network: 0.17703358878870243
MAE for Neural Network: 0.13452558591726654
Training time for Neural Network: 0.7056169509887695 seconds
Testing time for Neural Network: 0.002630949020385742 seconds
RMSE for Neural Network: 258.4505420310852
MAE for Neural Network: 199.11105419127722
Training time for Neural Network: 0.7060658931732178 seconds
Testing time for Neural Network: 0.0010387897491455078 seconds
RMSE for Neural Network: 0.4083093508781953
MAE for Neural Network: 0.3287046537905345
Training time for Neural Network: 0.6764700412750244 seconds
Testing time for Neural Network: 0.0023081302642822266 seconds
RMSE for Neural Network: 258.2586420406352
MAE for Neural Network: 198.86190035718994
Training time for Neural Network: 0.6207690238952637 seconds
Testing time for Neural Network: 0.0021119117736816406 seconds
RMSE for Neural Network: 257.84279417067944
MAE for Neural Network: 198.32154630988373
Training time for Neural Network: 0.6618161201477051 seconds
Testing time for Neural Network: 0.0009388923645019531 seconds
RMSE for Neural Network: 255.8729436117233
MAE for Neural Network: 195.76671994885683
Training time for Neural Network: 0.6139659881591797 seconds
Testing time for Neural Network: 0.0022420883178710938 seconds
RMSE for Neural Network: 256.1054118442888
MAE for Neural Network: 196.06499394145678
Training time for Neural Network: 0.6557259559631348 seconds
Testing time for Neural Network: 0.0013818740844726562 seconds
RMSE for Neural Network: 257.6076812737045
MAE for Neural Network: 198.01577380656957
Training time for Neural Network: 0.566399097442627 seconds
Testing time for Neural Network: 0.0008721351623535156 seconds
RMSE for Neural Network: 256.6405882279018
MAE for Neural Network: 196.75658299338713
Training time for Neural Network: 0.6234080791473389 seconds
Testing time for Neural Network: 0.0011858940124511719 seconds
RMSE for Neural Network: 0.2101221184014647
MAE for Neural Network: 0.1581352718195311
Training time for Neural Network: 0.6808960437774658 seconds
Testing time for Neural Network: 0.0008037090301513672 seconds
RMSE for Neural Network: 258.19628767744194
MAE for Neural Network: 198.78091506835452
Training time for Neural Network: 0.6307499408721924 seconds
Testing time for Neural Network: 0.0018837451934814453 seconds
RMSE for Neural Network: 257.45187633963525
MAE for Neural Network: 197.81303762846073
Training time for Neural Network: 0.6622006893157959 seconds
Testing time for Neural Network: 0.0013742446899414062 seconds
RMSE for Neural Network: 0.2638240512595045
MAE for Neural Network: 0.20255240711263134
Training time for Neural Network: 0.6677579879760742 seconds
Testing time for Neural Network: 0.0007109642028808594 seconds
RMSE for Neural Network: 256.7822378248409
MAE for Neural Network: 196.94071922112286
Training time for Neural Network: 1.2803540229797363 seconds
Testing time for Neural Network: 0.0009729862213134766 seconds
RMSE for Neural Network: 256.4416108528849
MAE for Neural Network: 196.49957035333563
Training time for Neural Network: 0.640859842300415 seconds
Testing time for Neural Network: 0.0006961822509765625 seconds
RMSE for Neural Network: 0.19386432148236
MAE for Neural Network: 0.1575074950786176
Training time for Neural Network: 0.6622116565704346 seconds
Testing time for Neural Network: 0.0009429454803466797 seconds
RMSE for Neural Network: 0.17671958383179248
MAE for Neural Network: 0.13543407186466752
Training time for Neural Network: 0.6564188003540039 seconds
Testing time for Neural Network: 0.0015189647674560547 seconds
RMSE for Neural Network: 0.4491755105351823
MAE for Neural Network: 0.3577579974564673
Training time for Neural Network: 0.6294410228729248 seconds
Testing time for Neural Network: 0.0009198188781738281 seconds
RMSE for Neural Network: 0.45167046448563436
MAE for Neural Network: 0.35868259110570533
Training time for Neural Network: 0.6241517066955566 seconds
Testing time for Neural Network: 0.0009112358093261719 seconds
RMSE for Neural Network: 0.28684663713296843
MAE for Neural Network: 0.2351955924538894
Training time for Neural Network: 0.6345798969268799 seconds
Testing time for Neural Network: 0.0009121894836425781 seconds
RMSE for Neural Network: 0.21986103511080685
MAE for Neural Network: 0.17076477965015324
Training time for Neural Network: 0.6316397190093994 seconds
Testing time for Neural Network: 0.0009310245513916016 seconds
RMSE for Neural Network: 256.78454046845684
MAE for Neural Network: 196.94372152621816
Training time for Neural Network: 0.6338281631469727 seconds
Testing time for Neural Network: 0.00096893310546875 seconds
RMSE for Neural Network: 258.14297315043245
MAE for Neural Network: 198.71165997984335
Training time for Neural Network: 0.6411139965057373 seconds
Testing time for Neural Network: 0.0010478496551513672 seconds
RMSE for Neural Network: 0.23511294700138935
MAE for Neural Network: 0.19362796244713046
Training time for Neural Network: 0.6461477279663086 seconds
Testing time for Neural Network: 0.0009021759033203125 seconds
RMSE for Neural Network: 0.37549977650875543
MAE for Neural Network: 0.3033581148383056
Training time for Neural Network: 0.8215932846069336 seconds
Testing time for Neural Network: 0.005635976791381836 seconds
RMSE for Neural Network: 256.6140132389393
MAE for Neural Network: 196.7222650358168
Training time for Neural Network: 1.0575637817382812 seconds
Testing time for Neural Network: 0.0009300708770751953 seconds
RMSE for Neural Network: 257.03560455627877
MAE for Neural Network: 197.2709589235368
Training time for Neural Network: 0.6180222034454346 seconds
Testing time for Neural Network: 0.002847909927368164 seconds
RMSE for Neural Network: 0.26789268965101365
MAE for Neural Network: 0.21250037458668647
Training time for Neural Network: 0.6086809635162354 seconds
Testing time for Neural Network: 0.0007090568542480469 seconds
RMSE for Neural Network: 0.24645284562681738
MAE for Neural Network: 0.18244365347698774
Training time for Neural Network: 0.621337890625 seconds
Testing time for Neural Network: 0.0009322166442871094 seconds
RMSE for Neural Network: 257.5368365265296
MAE for Neural Network: 197.92359988918062
Training time for Neural Network: 0.6209456920623779 seconds
Testing time for Neural Network: 0.002643108367919922 seconds
RMSE for Neural Network: 256.7009908841347
MAE for Neural Network: 196.83477321321192
Training time for Neural Network: 0.6173760890960693 seconds
Testing time for Neural Network: 0.003034830093383789 seconds
RMSE for Neural Network: 0.18714658663128977
MAE for Neural Network: 0.13885406806732073
Training time for Neural Network: 0.6429507732391357 seconds
Testing time for Neural Network: 0.0008618831634521484 seconds
RMSE for Neural Network: 255.96030733302453
MAE for Neural Network: 195.87730505135784
Training time for Neural Network: 0.6104822158813477 seconds
Testing time for Neural Network: 0.0009160041809082031 seconds
RMSE for Neural Network: 258.0239220164777
MAE for Neural Network: 198.55697811400475
Training time for Neural Network: 1.031548023223877 seconds
Testing time for Neural Network: 0.0006937980651855469 seconds
RMSE for Neural Network: 256.80905631458916
MAE for Neural Network: 196.9756853781446
Training time for Neural Network: 0.8042778968811035 seconds
Testing time for Neural Network: 0.0007007122039794922 seconds
RMSE for Neural Network: 0.2485519805268623
MAE for Neural Network: 0.19518843304417274
Training time for Neural Network: 1.462216854095459 seconds
Testing time for Neural Network: 0.0008590221405029297 seconds
RMSE for Neural Network: 256.42589588370305
MAE for Neural Network: 196.47926586640745
Training time for Neural Network: 0.807427167892456 seconds
Testing time for Neural Network: 0.0009438991546630859 seconds
RMSE for Neural Network: 0.3429454490744814
MAE for Neural Network: 0.2832596637101385
Training time for Neural Network: 0.7966229915618896 seconds
Testing time for Neural Network: 0.0008769035339355469 seconds
RMSE for Neural Network: 0.2522396087360282
MAE for Neural Network: 0.19623850535332055
Training time for Neural Network: 0.7655777931213379 seconds
Testing time for Neural Network: 0.0008738040924072266 seconds
RMSE for Neural Network: 0.1556689788936929
MAE for Neural Network: 0.12189831709971621
Training time for Neural Network: 0.7078652381896973 seconds
Testing time for Neural Network: 0.0013980865478515625 seconds
RMSE for Neural Network: 0.2419326428175234
MAE for Neural Network: 0.19509589242404593
Training time for Neural Network: 0.8118751049041748 seconds
Testing time for Neural Network: 0.0025987625122070312 seconds
RMSE for Neural Network: 0.24300376611767202
MAE for Neural Network: 0.196057867924399
Training time for Neural Network: 0.7754621505737305 seconds
Testing time for Neural Network: 0.0015561580657958984 seconds
RMSE for Neural Network: 0.2208724348017218
MAE for Neural Network: 0.1803259620514229
Training time for Neural Network: 0.7778699398040771 seconds
Testing time for Neural Network: 0.0015730857849121094 seconds
RMSE for Neural Network: 257.64182411028384
MAE for Neural Network: 198.06018972997686
Training time for Neural Network: 0.7513618469238281 seconds
Testing time for Neural Network: 0.0021140575408935547 seconds
RMSE for Neural Network: 256.53839672725996
MAE for Neural Network: 196.62460302380092
Training time for Neural Network: 0.7144720554351807 seconds
Testing time for Neural Network: 0.0006499290466308594 seconds
RMSE for Neural Network: 0.19561283620702435
MAE for Neural Network: 0.1364206932603796
Training time for Neural Network: 0.7351880073547363 seconds
Testing time for Neural Network: 0.0036580562591552734 seconds
RMSE for Neural Network: 0.2512431206049315
MAE for Neural Network: 0.20098654906272312
Training time for Neural Network: 0.8100600242614746 seconds
Testing time for Neural Network: 0.0018169879913330078 seconds
RMSE for Neural Network: 257.43933693733624
MAE for Neural Network: 197.7967174341762
Training time for Neural Network: 0.7968556880950928 seconds
Testing time for Neural Network: 0.0008561611175537109 seconds
RMSE for Neural Network: 257.2249118630656
MAE for Neural Network: 197.51755493616722
Training time for Neural Network: 0.8226039409637451 seconds
Testing time for Neural Network: 0.004475116729736328 seconds
RMSE for Neural Network: 0.2812112831707715
MAE for Neural Network: 0.22217427235508558
Training time for Neural Network: 0.768779993057251 seconds
Testing time for Neural Network: 0.0015959739685058594 seconds
RMSE for Neural Network: 256.3485923034559
MAE for Neural Network: 196.37937322012243
Training time for Neural Network: 0.77970290184021 seconds
Testing time for Neural Network: 0.0009779930114746094 seconds
RMSE for Neural Network: 0.2661083435530495
MAE for Neural Network: 0.19752966685312945
Training time for Neural Network: 0.7061917781829834 seconds
Testing time for Neural Network: 0.0014200210571289062 seconds
RMSE for Neural Network: 257.444589205745
MAE for Neural Network: 197.80355339658283
Training time for Neural Network: 0.7139990329742432 seconds
Testing time for Neural Network: 0.0017528533935546875 seconds
RMSE for Neural Network: 256.8496901589754
MAE for Neural Network: 197.02865923454306
Training time for Neural Network: 0.6759490966796875 seconds
Testing time for Neural Network: 0.0014297962188720703 seconds
RMSE for Neural Network: 256.155629969582
MAE for Neural Network: 196.12993226909165
Training time for Neural Network: 0.6192090511322021 seconds
Testing time for Neural Network: 0.0012578964233398438 seconds
RMSE for Neural Network: 0.17447564828945286
MAE for Neural Network: 0.1369394178675424
Training time for Neural Network: 0.6266779899597168 seconds
Testing time for Neural Network: 0.0016150474548339844 seconds
RMSE for Neural Network: 0.20491549554705948
MAE for Neural Network: 0.16388355876301858
Training time for Neural Network: 1.21002197265625 seconds
Testing time for Neural Network: 0.0017709732055664062 seconds
RMSE for Neural Network: 256.3985835536282
MAE for Neural Network: 196.44397495551482
Training time for Neural Network: 0.5932090282440186 seconds
Testing time for Neural Network: 0.002950906753540039 seconds
RMSE for Neural Network: 258.14518676801356
MAE for Neural Network: 198.71453564470968

Optimal alpha for Lasso: 0.02642003274089614
RMSE for Lasso on test set: 0.00015913380468118206
MAE for Lasso on test set: 0.00013214903282850022
Training time for Lasso: 0.003785848617553711 seconds
Testing time for Lasso: 0.0006010532379150391 seconds

Optimal alpha for Ridge: 1.000766901171346e-05
RMSE for Ridge on test set: 2.432341021886914e-10
MAE for Ridge on test set: 1.8596887252364524e-10
Training time for Ridge: 0.0021469593048095703 seconds
Testing time for Ridge: 0.00040078163146972656 seconds

Optimal hidden layer sizes for Neural Network: (79, 92)
Optimal learning rate for Neural Network: 0.006782800664302965
RMSE for Neural Network on test set: 0.2487138116310518
MAE for Neural Network on test set: 0.2008448817545549
Training time for Neural Network: 0.5824489593505859 seconds
Testing time for Neural Network: 0.000823974609375 seconds

Modal Prediction¶

In [43]:
# # Now, take input from the user for new data
# new_location = int(input("Enter location (0 for Park Lane, 1 for Water tower, 2 for Brookfield): "))
# new_city = int(input("Enter City (0 for Dallas, 1 for Chicago, 2 for Newyork): "))
# new_member = int(input("Enter member (0 for No, 1 for Yes): "))
# new_gender = int(input("Enter Gender (0 for Female, 1 for Male): "))
# new_category = int(input("Enter Product line (0 to N, based on your categories): "))
# new_price = float(input("Enter Price: "))
# new_quantity = int(input("Enter Quantity: "))
# new_cogs = int(input("Enter Cogs: "))
# new_payment = int(input("Enter Payment (0 for Card, 1 for Cash, 2 for Gpay): "))
# new_rating = float(input("Enter Rating ( 0 to 5): "))

# # For sentiment analysis
# new_review = input("Enter Review: ")
# new_sentiment = TextBlob(new_review).sentiment.polarity

# # Create a new DataFrame with user input
# new_data = pd.DataFrame({
#     'Location': [new_location],
#     'City': [new_city],
#     'Member': [new_member],
#     'Gender': [new_gender],
#     'Category': [new_category],
#     'Price': [new_price],
#     'Quantity': [new_quantity],
#     'Cogs': [new_cogs],
#     'Payment': [new_payment],
#     'Rating': [new_rating],
#     'Sentiment': [new_sentiment]
# })

# # Reorder columns in X_new to match the order of columns in X
# X_new_ridge = new_data[X.columns]

# # Now, make predictions on the new data using the Neural Network model
# sales_prediction_ridge = final_ridge_model.predict(X_new_ridge)

# # Display the predicted sales
# print("Predicted Sales (Ridge Regression):", sales_prediction_ridge)